{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "import os \n",
    "\n",
    "os.chdir('/home/ubuntu/shaocong.xu/exp/ultralytics')\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Transferred 355/397 items from pretrained weights\n",
      "Ultralytics YOLOv8.1.34 🚀 Python-3.9.19 torch-1.12.1+cu113 CUDA:0 (NVIDIA A100-SXM4-80GB, 81038MiB)\n",
      "WARNING ⚠️ Upgrade to torch>=2.0.0 for deterministic training.\n",
      "\u001b[34m\u001b[1mengine/trainer: \u001b[0mtask=obb, mode=train, model=yolov8n-obb.yaml, data=dota8.yaml, epochs=1000, time=None, patience=100, batch=16, imgsz=640, save=True, save_period=-1, cache=False, device=None, workers=8, project=None, name=train3, exist_ok=False, pretrained=True, optimizer=auto, verbose=True, seed=0, deterministic=True, single_cls=False, rect=False, cos_lr=False, close_mosaic=10, resume=False, amp=True, fraction=1.0, profile=False, freeze=None, multi_scale=False, overlap_mask=True, mask_ratio=4, dropout=0.0, val=True, split=val, save_json=False, save_hybrid=False, conf=None, iou=0.7, max_det=300, half=False, dnn=False, plots=True, source=None, vid_stride=1, stream_buffer=False, visualize=False, augment=False, agnostic_nms=False, classes=None, retina_masks=False, embed=None, show=False, save_frames=False, save_txt=False, save_conf=False, save_crop=False, show_labels=True, show_conf=True, show_boxes=True, line_width=None, format=torchscript, keras=False, optimize=False, int8=False, dynamic=False, simplify=False, opset=None, workspace=4, nms=False, lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=7.5, cls=0.5, dfl=1.5, pose=12.0, kobj=1.0, label_smoothing=0.0, nbs=64, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, bgr=0.0, mosaic=1.0, mixup=0.0, copy_paste=0.0, auto_augment=randaugment, erasing=0.4, crop_fraction=1.0, cfg=None, tracker=botsort.yaml, save_dir=/home/ubuntu/shaocong.xu/exp/ultralytics/runs/obb/train3\n",
      "Overriding model.yaml nc=80 with nc=15\n",
      "\n",
      "                   from  n    params  module                                       arguments                     \n",
      "  0                  -1  1       464  ultralytics.nn.modules.conv.Conv             [3, 16, 3, 2]                 \n",
      "  1                  -1  1      4672  ultralytics.nn.modules.conv.Conv             [16, 32, 3, 2]                \n",
      "  2                  -1  1      7360  ultralytics.nn.modules.block.C2f             [32, 32, 1, True]             \n",
      "  3                  -1  1     18560  ultralytics.nn.modules.conv.Conv             [32, 64, 3, 2]                \n",
      "  4                  -1  2     49664  ultralytics.nn.modules.block.C2f             [64, 64, 2, True]             \n",
      "  5                  -1  1     73984  ultralytics.nn.modules.conv.Conv             [64, 128, 3, 2]               \n",
      "  6                  -1  2    197632  ultralytics.nn.modules.block.C2f             [128, 128, 2, True]           \n",
      "  7                  -1  1    295424  ultralytics.nn.modules.conv.Conv             [128, 256, 3, 2]              \n",
      "  8                  -1  1    460288  ultralytics.nn.modules.block.C2f             [256, 256, 1, True]           \n",
      "  9                  -1  1    164608  ultralytics.nn.modules.block.SPPF            [256, 256, 5]                 \n",
      " 10                  -1  1         0  torch.nn.modules.upsampling.Upsample         [None, 2, 'nearest']          \n",
      " 11             [-1, 6]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \n",
      " 12                  -1  1    148224  ultralytics.nn.modules.block.C2f             [384, 128, 1]                 \n",
      " 13                  -1  1         0  torch.nn.modules.upsampling.Upsample         [None, 2, 'nearest']          \n",
      " 14             [-1, 4]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \n",
      " 15                  -1  1     37248  ultralytics.nn.modules.block.C2f             [192, 64, 1]                  \n",
      " 16                  -1  1     36992  ultralytics.nn.modules.conv.Conv             [64, 64, 3, 2]                \n",
      " 17            [-1, 12]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \n",
      " 18                  -1  1    123648  ultralytics.nn.modules.block.C2f             [192, 128, 1]                 \n",
      " 19                  -1  1    147712  ultralytics.nn.modules.conv.Conv             [128, 128, 3, 2]              \n",
      " 20             [-1, 9]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \n",
      " 21                  -1  1    493056  ultralytics.nn.modules.block.C2f             [384, 256, 1]                 \n",
      " 22        [15, 18, 21]  1    825904  ultralytics.nn.modules.head.OBB              [15, 1, [64, 128, 256]]       \n",
      "YOLOv8n-obb summary: 250 layers, 3085440 parameters, 3085424 gradients, 8.5 GFLOPs\n",
      "\n",
      "Transferred 361/397 items from pretrained weights\n",
      "Freezing layer 'model.22.dfl.conv.weight'\n",
      "\u001b[34m\u001b[1mAMP: \u001b[0mrunning Automatic Mixed Precision (AMP) checks with YOLOv8n...\n",
      "\u001b[34m\u001b[1mAMP: \u001b[0mchecks passed ✅\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mtrain: \u001b[0mScanning /home/ubuntu/shaocong.xu/exp/datasets/dota8/labels/train.cache... 4 images, 0 backgrounds, 0 corrupt: 100%|██████████| 4/4 [00:00<?, ?it/s]\n",
      "\u001b[34m\u001b[1mval: \u001b[0mScanning /home/ubuntu/shaocong.xu/exp/datasets/dota8/labels/train.cache... 4 images, 0 backgrounds, 0 corrupt: 100%|██████████| 4/4 [00:00<?, ?it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plotting labels to /home/ubuntu/shaocong.xu/exp/ultralytics/runs/obb/train3/labels.jpg... \n",
      "\u001b[34m\u001b[1moptimizer:\u001b[0m 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically... \n",
      "\u001b[34m\u001b[1moptimizer:\u001b[0m AdamW(lr=0.000526, momentum=0.9) with parameter groups 63 weight(decay=0.0), 73 weight(decay=0.0005), 72 bias(decay=0.0)\n",
      "Image sizes 640 train, 640 val\n",
      "Using 8 dataloader workers\n",
      "Logging results to \u001b[1m/home/ubuntu/shaocong.xu/exp/ultralytics/runs/obb/train3\u001b[0m\n",
      "Starting training for 1000 epochs...\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "     1/1000     0.776G      2.943      4.867      3.173         67        640: 100%|██████████| 1/1 [00:00<00:00,  7.88it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 25.68it/s]"
     ]
    },
    {
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      "\n"
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     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "     2/1000     0.682G      3.358      4.753      3.713        163        640: 100%|██████████| 1/1 [00:00<00:00,  7.55it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 30.11it/s]"
     ]
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      "\n"
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    {
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     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "text": [
      "     3/1000     0.665G      3.117      4.779      2.903        134        640: 100%|██████████| 1/1 [00:00<00:00,  8.62it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 26.64it/s]"
     ]
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      "\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "     4/1000     0.667G      3.108      4.838      4.157        132        640: 100%|██████████| 1/1 [00:00<00:00,  6.33it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 29.94it/s]"
     ]
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     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "text": [
      "     5/1000     0.665G      2.731      4.799      3.002         76        640: 100%|██████████| 1/1 [00:00<00:00,  7.36it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 33.41it/s]"
     ]
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     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "     6/1000     0.661G      3.118      4.702      3.342         85        640: 100%|██████████| 1/1 [00:00<00:00,  9.14it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 31.23it/s]"
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     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "     7/1000     0.635G       3.07      4.839      4.461         62        640: 100%|██████████| 1/1 [00:00<00:00,  7.53it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 33.92it/s]"
     ]
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    },
    {
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     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "text": [
      "     8/1000     0.675G      3.565      4.834      4.207        108        640: 100%|██████████| 1/1 [00:00<00:00,  7.32it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 33.95it/s]"
     ]
    },
    {
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      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "text": [
      "     9/1000     0.635G      2.721      4.873      3.767         40        640: 100%|██████████| 1/1 [00:00<00:00,  7.28it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 33.54it/s]"
     ]
    },
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      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "    10/1000      0.65G      3.329      4.929      2.925        119        640: 100%|██████████| 1/1 [00:00<00:00,  7.52it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 33.40it/s]"
     ]
    },
    {
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     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "text": [
      "    11/1000     0.688G      3.445      4.808      3.149        161        640: 100%|██████████| 1/1 [00:00<00:00,  7.61it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 24.62it/s]"
     ]
    },
    {
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "    12/1000     0.679G      3.197      4.711      2.563        190        640: 100%|██████████| 1/1 [00:00<00:00,  7.46it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 34.10it/s]"
     ]
    },
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    },
    {
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     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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      "    13/1000     0.673G      3.261       4.73      2.426        140        640: 100%|██████████| 1/1 [00:00<00:00,  7.70it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 33.93it/s]"
     ]
    },
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      "\n"
     ]
    },
    {
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     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "text": [
      "    14/1000     0.614G      2.035      4.523       2.57         20        640: 100%|██████████| 1/1 [00:00<00:00,  7.63it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 33.38it/s]"
     ]
    },
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     ]
    },
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     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "    15/1000     0.679G      3.028      4.646      2.459        253        640: 100%|██████████| 1/1 [00:00<00:00,  7.63it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 33.99it/s]"
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    },
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "    16/1000     0.726G      3.424      4.598      2.304        411        640: 100%|██████████| 1/1 [00:00<00:00,  7.49it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 33.65it/s]"
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    },
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    17/1000     0.648G      2.605      4.624      2.633         95        640: 100%|██████████| 1/1 [00:00<00:00,  6.98it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 30.16it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.167     0.0208     0.0937     0.0281\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    18/1000     0.635G      2.028      4.481      3.197         30        640: 100%|██████████| 1/1 [00:00<00:00, 12.56it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 24.84it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.167     0.0208     0.0937     0.0281\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    19/1000     0.721G      2.939      4.452      1.952        224        640: 100%|██████████| 1/1 [00:00<00:00,  7.56it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 30.32it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.167     0.0625      0.115     0.0344\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    20/1000     0.705G      2.449      4.382      2.043        167        640: 100%|██████████| 1/1 [00:00<00:00, 12.57it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 29.32it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.167     0.0625      0.115     0.0344\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    21/1000     0.677G      2.473      4.341      2.376        101        640: 100%|██████████| 1/1 [00:00<00:00,  6.39it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 27.26it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.167      0.125      0.146     0.0477\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    22/1000      0.96G      3.318      4.422      1.939        537        640: 100%|██████████| 1/1 [00:00<00:00, 11.68it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 26.11it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.167      0.125      0.146     0.0477\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    23/1000     0.675G      2.861      4.393      1.929         98        640: 100%|██████████| 1/1 [00:00<00:00,  7.59it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 27.93it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.148      0.167      0.166     0.0543\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    24/1000     0.713G      2.661      4.111      1.702        313        640: 100%|██████████| 1/1 [00:00<00:00, 12.14it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 28.16it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.148      0.167      0.166     0.0543\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    25/1000     0.614G      2.156      4.982      4.007          8        640: 100%|██████████| 1/1 [00:00<00:00,  7.55it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 27.15it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.133      0.167      0.161     0.0606\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    26/1000     0.713G      2.731      4.062       2.11        260        640: 100%|██████████| 1/1 [00:00<00:00, 12.41it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 27.56it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.133      0.167      0.161     0.0606\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    27/1000     0.688G      2.773      4.172      2.764        193        640: 100%|██████████| 1/1 [00:00<00:00,  7.53it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 25.51it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.167        0.2      0.193     0.0869\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    28/1000     0.688G      2.422      3.853      1.611        247        640: 100%|██████████| 1/1 [00:00<00:00, 12.05it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 22.81it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.167        0.2      0.193     0.0869\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    29/1000     0.654G      2.444      3.961      2.396        157        640: 100%|██████████| 1/1 [00:00<00:00,  7.33it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 22.76it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.173      0.413      0.243     0.0979\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    30/1000     0.673G       2.25      3.634        2.8        141        640: 100%|██████████| 1/1 [00:00<00:00, 12.50it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.55it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.173      0.413      0.243     0.0979\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    31/1000      0.65G      2.323      3.817      3.218        113        640: 100%|██████████| 1/1 [00:00<00:00,  7.72it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.81it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.101      0.433      0.284      0.119\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    32/1000     0.648G      2.219      3.649      2.075         52        640: 100%|██████████| 1/1 [00:00<00:00, 12.46it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.46it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.101      0.433      0.284      0.119\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    33/1000     0.654G      2.207      3.688      1.892        213        640: 100%|██████████| 1/1 [00:00<00:00,  7.59it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125     0.0637        0.6      0.286      0.132\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    34/1000     0.692G      2.178      3.388      1.605        198        640: 100%|██████████| 1/1 [00:00<00:00, 12.38it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 22.55it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125     0.0637        0.6      0.286      0.132\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    35/1000     0.654G      1.965      3.306      2.591        111        640: 100%|██████████| 1/1 [00:00<00:00,  7.46it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 22.88it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125     0.0472        0.6      0.241      0.122\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    36/1000      0.65G      2.217      3.106      2.463        185        640: 100%|██████████| 1/1 [00:00<00:00, 11.95it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 23.27it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125     0.0472        0.6      0.241      0.122\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    37/1000     0.654G      2.659       3.43      1.746        202        640: 100%|██████████| 1/1 [00:00<00:00,  7.37it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125     0.0335        0.6      0.213       0.13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    38/1000     0.692G      2.379      2.937      1.839        134        640: 100%|██████████| 1/1 [00:00<00:00, 12.44it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125     0.0335        0.6      0.213       0.13\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "    39/1000     0.677G      2.219      2.889       2.05        138        640: 100%|██████████| 1/1 [00:00<00:00,  7.50it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.172      0.611      0.294      0.179\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    40/1000     0.692G      2.313      2.429      2.024        139        640: 100%|██████████| 1/1 [00:00<00:00, 12.23it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.172      0.611      0.294      0.179\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    41/1000      0.65G      2.138      2.821      1.969        176        640: 100%|██████████| 1/1 [00:00<00:00,  7.48it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 22.07it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.118      0.689      0.314      0.165\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    42/1000       0.7G      2.339      2.567      1.473        268        640: 100%|██████████| 1/1 [00:00<00:00, 11.99it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 17.87it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.118      0.689      0.314      0.165\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "    43/1000     0.614G      2.087      3.152       2.32         36        640: 100%|██████████| 1/1 [00:00<00:00,  7.63it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 22.37it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125     0.0974      0.738       0.39      0.212\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    44/1000     0.692G      2.118       2.32      1.903        192        640: 100%|██████████| 1/1 [00:00<00:00, 12.32it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.01it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125     0.0974      0.738       0.39      0.212\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
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      "    45/1000     0.705G       2.56      2.286      1.967        310        640: 100%|██████████| 1/1 [00:00<00:00,  6.78it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125     0.0903      0.756      0.381      0.218\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    46/1000     0.688G      2.081      1.844      2.414        124        640: 100%|██████████| 1/1 [00:00<00:00, 10.58it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125     0.0903      0.756      0.381      0.218\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    47/1000     0.635G      1.497      2.482      2.676         37        640: 100%|██████████| 1/1 [00:00<00:00,  7.64it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125     0.0851      0.754      0.394       0.22\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    48/1000     0.679G      1.998      1.969      1.946        200        640: 100%|██████████| 1/1 [00:00<00:00, 12.30it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125     0.0851      0.754      0.394       0.22\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    49/1000     0.648G      1.694      2.186       2.06         82        640: 100%|██████████| 1/1 [00:00<00:00,  7.41it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.931      0.233      0.411      0.232\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "text": [
      "    50/1000     0.688G      2.136      1.883      1.564        207        640: 100%|██████████| 1/1 [00:00<00:00, 12.52it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.931      0.233      0.411      0.232\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    51/1000     0.688G      1.974      1.959      1.545        177        640: 100%|██████████| 1/1 [00:00<00:00,  4.17it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.592      0.388      0.432      0.247\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    52/1000       0.7G      2.284      2.043      1.969        388        640: 100%|██████████| 1/1 [00:00<00:00, 12.03it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.592      0.388      0.432      0.247\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    53/1000     0.619G      1.644      3.388      1.885         15        640: 100%|██████████| 1/1 [00:00<00:00, 10.78it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.592      0.388      0.432      0.247\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    54/1000     0.675G       2.09      1.919      1.357        358        640: 100%|██████████| 1/1 [00:00<00:00,  7.52it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.948      0.201      0.488      0.291\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    55/1000     0.673G      1.808      1.663      2.114        146        640: 100%|██████████| 1/1 [00:00<00:00, 12.10it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.948      0.201      0.488      0.291\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    56/1000     0.648G      1.669      2.304      1.553         60        640: 100%|██████████| 1/1 [00:00<00:00, 12.55it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.948      0.201      0.488      0.291\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    57/1000     0.614G      1.674      2.045      1.773         50        640: 100%|██████████| 1/1 [00:00<00:00,  7.50it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125          1      0.192      0.575      0.337\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    58/1000     0.635G      1.953      2.238      2.548         31        640: 100%|██████████| 1/1 [00:00<00:00, 12.36it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125          1      0.192      0.575      0.337\n"
     ]
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "text": [
      "    59/1000     0.635G      1.591      2.046      1.837         60        640: 100%|██████████| 1/1 [00:00<00:00, 12.50it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125          1      0.192      0.575      0.337\n"
     ]
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    60/1000     0.673G       1.87      1.718      2.263        138        640: 100%|██████████| 1/1 [00:00<00:00,  7.62it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.735      0.522      0.621      0.425\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
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      "    61/1000     0.688G      1.919      1.502      2.165        189        640: 100%|██████████| 1/1 [00:00<00:00, 10.12it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.735      0.522      0.621      0.425\n"
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     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    62/1000     0.648G      1.963      1.837      2.762         49        640: 100%|██████████| 1/1 [00:00<00:00, 12.42it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.735      0.522      0.621      0.425\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    63/1000     0.614G      1.693      3.165      2.402         17        640: 100%|██████████| 1/1 [00:00<00:00,  9.04it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.741      0.543      0.624      0.427\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    64/1000      0.65G       1.46      1.952      1.382        121        640: 100%|██████████| 1/1 [00:00<00:00, 12.08it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.61it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.741      0.543      0.624      0.427\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    65/1000     0.688G       2.12       1.78      1.653        312        640: 100%|██████████| 1/1 [00:00<00:00, 12.18it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.54it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.741      0.543      0.624      0.427\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    66/1000     0.675G      2.077      2.195      1.686        382        640: 100%|██████████| 1/1 [00:00<00:00,  7.58it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 22.27it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125     0.0995      0.749      0.625      0.437\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    67/1000     0.688G      1.899      1.574      1.351        186        640: 100%|██████████| 1/1 [00:00<00:00, 12.41it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.25it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125     0.0995      0.749      0.625      0.437\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    68/1000     0.688G      1.953      1.592      2.213        153        640: 100%|██████████| 1/1 [00:00<00:00, 11.97it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.96it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125     0.0995      0.749      0.625      0.437\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    69/1000     0.648G      1.629      2.284        1.4         58        640: 100%|██████████| 1/1 [00:00<00:00,  7.55it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.60it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.688       0.61      0.656       0.45\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    70/1000     0.614G      1.683       2.91      2.392         37        640: 100%|██████████| 1/1 [00:00<00:00, 12.64it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.71it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.688       0.61      0.656       0.45\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    71/1000     0.635G      1.525      1.844       2.84         82        640: 100%|██████████| 1/1 [00:00<00:00, 11.97it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.688       0.61      0.656       0.45\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    72/1000     0.648G      1.461       1.57      3.195         67        640: 100%|██████████| 1/1 [00:00<00:00,  7.63it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.69it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.818       0.49      0.677      0.456\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    73/1000     0.669G      1.748      1.447      2.188         67        640: 100%|██████████| 1/1 [00:00<00:00, 12.41it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.09it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.818       0.49      0.677      0.456\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    74/1000     0.665G      1.895      1.809       2.29        144        640: 100%|██████████| 1/1 [00:00<00:00, 11.93it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.818       0.49      0.677      0.456\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    75/1000     0.705G      2.319      1.786      1.736        410        640: 100%|██████████| 1/1 [00:00<00:00,  6.75it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.00it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.745      0.544      0.636      0.454\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    76/1000     0.677G       1.58      1.411      1.725         96        640: 100%|██████████| 1/1 [00:00<00:00, 12.37it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.82it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.745      0.544      0.636      0.454\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    77/1000     0.726G      2.376       1.71      1.752        231        640: 100%|██████████| 1/1 [00:00<00:00, 12.10it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.67it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.745      0.544      0.636      0.454\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    78/1000     0.713G      2.274      1.608      1.287        367        640: 100%|██████████| 1/1 [00:00<00:00,  7.49it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 17.69it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.716      0.612      0.669      0.474\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    79/1000     0.635G      1.119      2.535      2.159         26        640: 100%|██████████| 1/1 [00:00<00:00, 12.53it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.37it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.716      0.612      0.669      0.474\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    80/1000     0.665G      1.477      1.572      2.461         94        640: 100%|██████████| 1/1 [00:00<00:00, 12.33it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.716      0.612      0.669      0.474\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    81/1000     0.902G      2.251      1.564      1.738        384        640: 100%|██████████| 1/1 [00:00<00:00,  7.50it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.67it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.704       0.68      0.684      0.467\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    82/1000       0.7G       1.96      1.456       1.21        202        640: 100%|██████████| 1/1 [00:00<00:00, 12.41it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.704       0.68      0.684      0.467\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    83/1000     0.705G       1.64      1.661       1.69        160        640: 100%|██████████| 1/1 [00:00<00:00, 12.11it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.704       0.68      0.684      0.467\n"
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    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    84/1000     0.688G      1.918      1.712      2.248        197        640: 100%|██████████| 1/1 [00:00<00:00,  6.65it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.718      0.665      0.692      0.479\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
     "text": [
      "    85/1000     0.675G       1.79      1.425      2.544        107        640: 100%|██████████| 1/1 [00:00<00:00, 12.51it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.718      0.665      0.692      0.479\n"
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     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "    86/1000     0.648G      1.944      1.759      1.891         85        640: 100%|██████████| 1/1 [00:00<00:00, 12.35it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "    87/1000     0.692G      1.937      1.314      1.648        235        640: 100%|██████████| 1/1 [00:00<00:00, 12.45it/s]\n",
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.718      0.665      0.692      0.479\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    88/1000     0.675G      1.944      1.559      2.115        378        640: 100%|██████████| 1/1 [00:00<00:00,  7.47it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.42it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.777      0.743      0.731      0.506\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    89/1000     0.665G      1.684      1.791      2.099        127        640: 100%|██████████| 1/1 [00:00<00:00, 12.29it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.91it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.777      0.743      0.731      0.506\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    90/1000     0.709G      1.896      1.874      1.176        228        640: 100%|██████████| 1/1 [00:00<00:00, 12.32it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.89it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.777      0.743      0.731      0.506\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    91/1000     0.688G       1.77      1.252      2.384        164        640: 100%|██████████| 1/1 [00:00<00:00, 12.08it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.77it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.777      0.743      0.731      0.506\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    92/1000       0.7G      2.119       1.51      1.427        249        640: 100%|██████████| 1/1 [00:00<00:00,  7.59it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.51it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.767      0.691      0.707      0.495\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    93/1000       0.7G      1.683      1.359       1.55        247        640: 100%|██████████| 1/1 [00:00<00:00, 12.53it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.77it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.767      0.691      0.707      0.495\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    94/1000     0.635G       1.59      3.602      2.257         58        640: 100%|██████████| 1/1 [00:00<00:00, 12.27it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.03it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.767      0.691      0.707      0.495\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    95/1000     0.677G      1.721      1.957       1.64         81        640: 100%|██████████| 1/1 [00:00<00:00, 12.41it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.49it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.767      0.691      0.707      0.495\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    96/1000     0.675G      1.572      2.366      1.401        120        640: 100%|██████████| 1/1 [00:00<00:00,  6.83it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.95it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.771      0.664      0.705      0.482\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    97/1000     0.726G      2.079      1.429      1.837        232        640: 100%|██████████| 1/1 [00:00<00:00, 12.31it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.08it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.771      0.664      0.705      0.482\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    98/1000     0.713G      1.984      1.396      2.328        279        640: 100%|██████████| 1/1 [00:00<00:00, 12.34it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.11it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.771      0.664      0.705      0.482\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "    99/1000      0.65G      1.791       1.37      2.111        119        640: 100%|██████████| 1/1 [00:00<00:00, 12.39it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.22it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.771      0.664      0.705      0.482\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   100/1000     0.734G      1.688      1.304       1.35        344        640: 100%|██████████| 1/1 [00:00<00:00,  7.36it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.87it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.733      0.686      0.708      0.493\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   101/1000     0.665G      1.705      1.308      2.387         82        640: 100%|██████████| 1/1 [00:00<00:00, 12.39it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.70it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.733      0.686      0.708      0.493\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   102/1000     0.822G      1.802      1.522      1.281        603        640: 100%|██████████| 1/1 [00:00<00:00, 11.77it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.61it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.733      0.686      0.708      0.493\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   103/1000     0.789G       2.27      1.573      1.917        300        640: 100%|██████████| 1/1 [00:00<00:00, 12.07it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.64it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.733      0.686      0.708      0.493\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   104/1000     0.713G      1.675      1.267      1.771        291        640: 100%|██████████| 1/1 [00:00<00:00,  7.47it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.71it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.617      0.773       0.69       0.52\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   105/1000     0.619G      1.191      3.431      1.492         15        640: 100%|██████████| 1/1 [00:00<00:00, 12.48it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.75it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.617      0.773       0.69       0.52\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   106/1000       0.7G      1.564      1.165      1.771        237        640: 100%|██████████| 1/1 [00:00<00:00, 12.23it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.24it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.617      0.773       0.69       0.52\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   107/1000     0.721G      1.793      1.337      1.645        326        640: 100%|██████████| 1/1 [00:00<00:00, 11.90it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.48it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.617      0.773       0.69       0.52\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   108/1000     0.713G      1.834      1.367      1.831        209        640: 100%|██████████| 1/1 [00:00<00:00,  7.61it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.33it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.727      0.682      0.687       0.49\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   109/1000     0.679G      1.776      1.464      1.926        221        640: 100%|██████████| 1/1 [00:00<00:00, 12.14it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.727      0.682      0.687       0.49\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   110/1000     0.688G      1.726      1.182      2.584        211        640: 100%|██████████| 1/1 [00:00<00:00, 12.31it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.727      0.682      0.687       0.49\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "   111/1000     0.726G      1.636      1.227      1.775        352        640: 100%|██████████| 1/1 [00:00<00:00, 12.26it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 18.66it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.727      0.682      0.687       0.49\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   112/1000     0.709G      1.629      1.334      1.307        308        640: 100%|██████████| 1/1 [00:00<00:00,  4.13it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.40it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.797      0.658      0.709      0.514\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   113/1000     0.648G      1.537      1.548      2.674         59        640: 100%|██████████| 1/1 [00:00<00:00, 12.35it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.13it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.797      0.658      0.709      0.514\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   114/1000     0.648G       1.05      1.566       1.33         63        640: 100%|██████████| 1/1 [00:00<00:00, 12.53it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.61it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.797      0.658      0.709      0.514\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   115/1000     0.635G       1.53      1.777      2.089         50        640: 100%|██████████| 1/1 [00:00<00:00, 12.34it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.28it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.797      0.658      0.709      0.514\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   116/1000     0.614G      1.632      2.543      2.247         33        640: 100%|██████████| 1/1 [00:00<00:00,  7.62it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.92it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.891      0.614      0.737      0.498\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   117/1000     0.648G      1.158      1.631      1.408         53        640: 100%|██████████| 1/1 [00:00<00:00, 11.30it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.05it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.891      0.614      0.737      0.498\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   118/1000     0.614G     0.9137      6.046      1.613          3        640: 100%|██████████| 1/1 [00:00<00:00, 12.51it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.16it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.891      0.614      0.737      0.498\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   119/1000     0.677G      1.481      1.271      1.551        140        640: 100%|██████████| 1/1 [00:00<00:00, 12.33it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 18.86it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.891      0.614      0.737      0.498\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   120/1000     0.675G      1.372      1.215      1.821        125        640: 100%|██████████| 1/1 [00:00<00:00,  7.89it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.51it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.928      0.573      0.739      0.483\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   121/1000     0.614G      1.538      1.906      2.525         47        640: 100%|██████████| 1/1 [00:00<00:00, 11.79it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.44it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.928      0.573      0.739      0.483\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   122/1000     0.713G      1.518       1.47      1.452        402        640: 100%|██████████| 1/1 [00:00<00:00, 12.49it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.49it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.928      0.573      0.739      0.483\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   123/1000     0.688G      1.464       1.25      1.713        206        640: 100%|██████████| 1/1 [00:00<00:00, 12.04it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.13it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.928      0.573      0.739      0.483\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   124/1000     0.675G      1.509      1.332       2.65        146        640: 100%|██████████| 1/1 [00:00<00:00,  7.88it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.17it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.791      0.653      0.734      0.506\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   125/1000     0.648G      1.947       1.59      2.172         87        640: 100%|██████████| 1/1 [00:00<00:00, 11.90it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.791      0.653      0.734      0.506\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   126/1000     0.734G      1.813      1.526      1.305        342        640: 100%|██████████| 1/1 [00:00<00:00, 11.90it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.50it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.791      0.653      0.734      0.506\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   127/1000      0.65G      1.598      1.352      2.932        109        640: 100%|██████████| 1/1 [00:00<00:00, 12.20it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.791      0.653      0.734      0.506\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   128/1000     0.669G      1.535      1.529      1.965         74        640: 100%|██████████| 1/1 [00:00<00:00,  7.70it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.97it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.857      0.701      0.727       0.52\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   129/1000     0.692G      1.901      1.363      2.283        194        640: 100%|██████████| 1/1 [00:00<00:00, 12.25it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.857      0.701      0.727       0.52\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   130/1000      0.65G      1.997      1.837      2.007        122        640: 100%|██████████| 1/1 [00:00<00:00, 12.45it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.857      0.701      0.727       0.52\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
     "text": [
      "   131/1000     0.665G      1.578      1.859      2.546         71        640: 100%|██████████| 1/1 [00:00<00:00, 12.01it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.857      0.701      0.727       0.52\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   132/1000     0.688G      1.782      1.292      2.402        139        640: 100%|██████████| 1/1 [00:00<00:00,  7.69it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.794      0.773      0.845       0.57\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   133/1000     0.688G      1.691      1.223      2.329        127        640: 100%|██████████| 1/1 [00:00<00:00, 12.60it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.794      0.773      0.845       0.57\n"
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     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   134/1000     0.677G      1.632      1.236      1.645        121        640: 100%|██████████| 1/1 [00:00<00:00, 10.40it/s]\n",
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.794      0.773      0.845       0.57\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   135/1000     0.784G      2.128      1.579      1.631        320        640: 100%|██████████| 1/1 [00:00<00:00, 12.24it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.20it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.794      0.773      0.845       0.57\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
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     "text": [
      "   136/1000     0.734G      2.186      1.355      1.948        349        640: 100%|██████████| 1/1 [00:00<00:00,  7.37it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.77it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.819      0.643      0.762      0.537\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   137/1000     0.675G      1.537      1.373      1.442        226        640: 100%|██████████| 1/1 [00:00<00:00, 12.36it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.61it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.819      0.643      0.762      0.537\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   138/1000      0.65G      1.646      1.521      1.369        188        640: 100%|██████████| 1/1 [00:00<00:00, 12.47it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.24it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.819      0.643      0.762      0.537\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   139/1000     0.688G      1.754      1.358      1.551        191        640: 100%|██████████| 1/1 [00:00<00:00, 12.30it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.21it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.819      0.643      0.762      0.537\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   140/1000     0.772G      2.049      1.498       1.84        449        640: 100%|██████████| 1/1 [00:00<00:00,  7.40it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.828      0.641      0.754      0.502\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   141/1000     0.688G      1.524      1.343      1.426        154        640: 100%|██████████| 1/1 [00:00<00:00, 12.14it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.97it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.828      0.641      0.754      0.502\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   142/1000     0.692G      1.719      1.326      1.586        297        640: 100%|██████████| 1/1 [00:00<00:00, 12.29it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.828      0.641      0.754      0.502\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   143/1000     0.654G      1.539      1.297       1.43        186        640: 100%|██████████| 1/1 [00:00<00:00, 12.11it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.37it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.828      0.641      0.754      0.502\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   144/1000     0.635G      1.457      1.733      2.411         29        640: 100%|██████████| 1/1 [00:00<00:00,  7.84it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.76it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.82      0.648      0.782      0.505\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   145/1000     0.709G      1.592      1.218      1.533        288        640: 100%|██████████| 1/1 [00:00<00:00, 12.35it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.82      0.648      0.782      0.505\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   146/1000     0.705G      1.763      1.248      1.357        346        640: 100%|██████████| 1/1 [00:00<00:00, 11.82it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.82      0.648      0.782      0.505\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   147/1000     0.635G      1.982      3.193      1.555         37        640: 100%|██████████| 1/1 [00:00<00:00, 12.27it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.82      0.648      0.782      0.505\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   148/1000     0.675G      1.525      1.223      1.789        118        640: 100%|██████████| 1/1 [00:00<00:00,  7.69it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.827      0.646      0.805      0.493\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   149/1000      0.65G      1.452      1.587      1.331         92        640: 100%|██████████| 1/1 [00:00<00:00, 12.51it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.827      0.646      0.805      0.493\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   150/1000     0.673G      1.862      1.849      2.053         81        640: 100%|██████████| 1/1 [00:00<00:00, 12.50it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.827      0.646      0.805      0.493\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   151/1000     0.677G      1.494      1.339      2.017        102        640: 100%|██████████| 1/1 [00:00<00:00, 12.18it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.827      0.646      0.805      0.493\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   152/1000     0.665G      1.502      1.222      1.781        163        640: 100%|██████████| 1/1 [00:00<00:00,  7.63it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.863      0.714      0.877      0.575\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   153/1000     0.692G       1.66      1.175      1.319        259        640: 100%|██████████| 1/1 [00:00<00:00, 12.34it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.863      0.714      0.877      0.575\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   154/1000     0.614G      1.324      1.795      1.819         25        640: 100%|██████████| 1/1 [00:00<00:00, 11.37it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.863      0.714      0.877      0.575\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   155/1000      0.65G       1.67       1.29      2.102        167        640: 100%|██████████| 1/1 [00:00<00:00, 12.51it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.863      0.714      0.877      0.575\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   156/1000     0.688G      1.422      1.213      1.506        248        640: 100%|██████████| 1/1 [00:00<00:00,  7.56it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.854      0.757      0.913      0.593\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   157/1000     0.635G      1.143      1.494      1.704         30        640: 100%|██████████| 1/1 [00:00<00:00, 12.40it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.854      0.757      0.913      0.593\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   158/1000     0.713G      1.662      1.197      2.187        220        640: 100%|██████████| 1/1 [00:00<00:00, 12.41it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.854      0.757      0.913      0.593\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   159/1000     0.675G      1.447      1.542      2.101        209        640: 100%|██████████| 1/1 [00:00<00:00, 12.23it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.75it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.854      0.757      0.913      0.593\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   160/1000     0.677G      1.356      1.454      1.664        157        640: 100%|██████████| 1/1 [00:00<00:00,  7.68it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.30it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.759      0.872      0.937      0.596\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   161/1000     0.635G      1.325      1.346      2.282         60        640: 100%|██████████| 1/1 [00:00<00:00, 10.34it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 17.31it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.759      0.872      0.937      0.596\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   162/1000     0.619G      1.966      3.315      2.267         12        640: 100%|██████████| 1/1 [00:00<00:00, 10.66it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.69it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.759      0.872      0.937      0.596\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   163/1000     0.679G      1.307      1.099      1.706        118        640: 100%|██████████| 1/1 [00:00<00:00, 12.24it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.00it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.759      0.872      0.937      0.596\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
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      "   164/1000     0.614G      1.448      1.566       1.62         38        640: 100%|██████████| 1/1 [00:00<00:00,  7.62it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.859      0.849      0.946      0.634\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
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      "   165/1000     0.688G      1.609       1.21       2.01        238        640: 100%|██████████| 1/1 [00:00<00:00, 12.02it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.859      0.849      0.946      0.634\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   166/1000     0.688G      1.568      1.161      2.145        135        640: 100%|██████████| 1/1 [00:00<00:00,  9.92it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.859      0.849      0.946      0.634\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   167/1000       0.7G      2.144      1.337      1.522        295        640: 100%|██████████| 1/1 [00:00<00:00, 12.27it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.11it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.859      0.849      0.946      0.634\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   168/1000     0.738G      1.601      1.307      1.965        314        640: 100%|██████████| 1/1 [00:00<00:00,  7.76it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.24it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.905      0.853      0.942      0.599\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
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      "   169/1000     0.614G      1.231      1.859      1.759         43        640: 100%|██████████| 1/1 [00:00<00:00, 10.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.905      0.853      0.942      0.599\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   170/1000     0.669G      1.271      1.088      2.117        136        640: 100%|██████████| 1/1 [00:00<00:00, 12.48it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.905      0.853      0.942      0.599\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   171/1000      0.65G       1.31      1.266      1.566        213        640: 100%|██████████| 1/1 [00:00<00:00, 11.63it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.905      0.853      0.942      0.599\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   172/1000     0.679G      1.297       1.04       1.63        193        640: 100%|██████████| 1/1 [00:00<00:00,  7.65it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.881      0.864      0.947      0.614\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   173/1000     0.705G      1.753      1.151      1.879        208        640: 100%|██████████| 1/1 [00:00<00:00, 12.30it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.881      0.864      0.947      0.614\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   174/1000     0.654G      1.509      1.322      2.024        228        640: 100%|██████████| 1/1 [00:00<00:00, 12.07it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.881      0.864      0.947      0.614\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   175/1000     0.696G      1.928      1.317       1.36        285        640: 100%|██████████| 1/1 [00:00<00:00, 12.29it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.881      0.864      0.947      0.614\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   176/1000     0.619G      1.714      3.393       2.63         13        640: 100%|██████████| 1/1 [00:00<00:00,  7.62it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.782      0.836      0.914       0.61\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   177/1000     0.665G      1.274       1.06      1.479        126        640: 100%|██████████| 1/1 [00:00<00:00, 12.63it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.782      0.836      0.914       0.61\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   178/1000     0.614G        1.1      1.641      1.581         23        640: 100%|██████████| 1/1 [00:00<00:00, 12.27it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.782      0.836      0.914       0.61\n"
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     "output_type": "stream",
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      "\n"
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   179/1000     0.673G      1.377      1.136      1.721        127        640: 100%|██████████| 1/1 [00:00<00:00, 10.43it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
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     "output_type": "stream",
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      "\n"
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   180/1000     0.688G      1.682      1.293      1.753        125        640: 100%|██████████| 1/1 [00:00<00:00,  7.47it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.811      0.763      0.905      0.613\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   181/1000      0.65G      1.459      1.244      2.026        155        640: 100%|██████████| 1/1 [00:00<00:00, 12.31it/s]\n",
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     "output_type": "stream",
     "text": [
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     "output_type": "stream",
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    {
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     "output_type": "stream",
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      "   182/1000     0.688G      1.361      1.058      1.855        204        640: 100%|██████████| 1/1 [00:00<00:00, 12.21it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.63it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.811      0.763      0.905      0.613\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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      "   183/1000     0.692G      1.372      1.245      1.825        193        640: 100%|██████████| 1/1 [00:00<00:00, 12.48it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.79it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.811      0.763      0.905      0.613\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
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      "   184/1000     0.751G      1.937      1.477      1.984        383        640: 100%|██████████| 1/1 [00:00<00:00,  7.44it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.55it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.752      0.755      0.855      0.587\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   185/1000     0.692G      1.337      1.128      1.668        145        640: 100%|██████████| 1/1 [00:00<00:00, 12.50it/s]\n",
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    },
    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.752      0.755      0.855      0.587\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   186/1000     0.654G      1.262      1.139      1.931        138        640: 100%|██████████| 1/1 [00:00<00:00, 12.48it/s]\n",
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    },
    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.752      0.755      0.855      0.587\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   187/1000     0.679G      1.414      1.185      1.559        123        640: 100%|██████████| 1/1 [00:00<00:00, 12.53it/s]\n",
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    },
    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.752      0.755      0.855      0.587\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
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      "   188/1000     0.669G      1.404      1.249      1.645         84        640: 100%|██████████| 1/1 [00:00<00:00,  7.62it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.687      0.795      0.893      0.635\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   189/1000     0.726G      1.672      1.322      1.375        237        640: 100%|██████████| 1/1 [00:00<00:00, 12.40it/s]\n",
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    },
    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.687      0.795      0.893      0.635\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
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      "   190/1000     0.614G      1.307      1.351      1.497         55        640: 100%|██████████| 1/1 [00:00<00:00, 12.47it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.687      0.795      0.893      0.635\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   191/1000       0.7G      1.422      1.189      1.331        264        640: 100%|██████████| 1/1 [00:00<00:00, 10.39it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.41it/s]"
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    },
    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.687      0.795      0.893      0.635\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   192/1000     0.635G       1.16      1.178      2.111         54        640: 100%|██████████| 1/1 [00:00<00:00,  7.71it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.73      0.878       0.92      0.648\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "text": [
      "   193/1000     0.673G      1.466      1.259      2.269        117        640: 100%|██████████| 1/1 [00:00<00:00, 12.48it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.73      0.878       0.92      0.648\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   194/1000      0.65G      1.611      1.336      2.678        264        640: 100%|██████████| 1/1 [00:00<00:00, 12.56it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.73      0.878       0.92      0.648\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
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     "text": [
      "   195/1000     0.635G      1.026       1.11      2.514         47        640: 100%|██████████| 1/1 [00:00<00:00, 12.33it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.73      0.878       0.92      0.648\n"
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    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
     "text": [
      "   196/1000     0.679G      1.563      1.701      1.225        121        640: 100%|██████████| 1/1 [00:00<00:00,  7.43it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.744       0.85      0.899      0.644\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   197/1000     0.654G      1.557      1.357      1.608        121        640: 100%|██████████| 1/1 [00:00<00:00, 12.48it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.744       0.85      0.899      0.644\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   198/1000     0.669G      1.323      1.135      2.851         75        640: 100%|██████████| 1/1 [00:00<00:00, 12.12it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.744       0.85      0.899      0.644\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "text": [
      "   199/1000     0.635G      1.068      1.317      1.681         56        640: 100%|██████████| 1/1 [00:00<00:00, 12.16it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.744       0.85      0.899      0.644\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   200/1000     0.669G      1.206      1.088      2.495        105        640: 100%|██████████| 1/1 [00:00<00:00,  6.92it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.699      0.885      0.892      0.655\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "text": [
      "   201/1000      0.65G      1.535      1.166      2.028        240        640: 100%|██████████| 1/1 [00:00<00:00, 11.81it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.699      0.885      0.892      0.655\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   202/1000     0.614G      1.057      1.582      2.653         22        640: 100%|██████████| 1/1 [00:00<00:00, 11.13it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.699      0.885      0.892      0.655\n"
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
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      "   203/1000     0.677G      1.723      1.255       1.99        164        640: 100%|██████████| 1/1 [00:00<00:00, 12.08it/s]\n",
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.699      0.885      0.892      0.655\n"
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     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   204/1000     0.673G      1.097      1.157      1.221         83        640: 100%|██████████| 1/1 [00:00<00:00,  7.65it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.718      0.885      0.886      0.658\n"
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    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   205/1000     0.713G      1.578      1.269      1.526        375        640: 100%|██████████| 1/1 [00:00<00:00, 12.11it/s]\n",
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.718      0.885      0.886      0.658\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   206/1000     0.692G      1.554      1.366      2.007        158        640: 100%|██████████| 1/1 [00:00<00:00, 12.04it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.78it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.718      0.885      0.886      0.658\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   207/1000     0.675G      1.488       1.23      2.097        193        640: 100%|██████████| 1/1 [00:00<00:00, 12.26it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.83it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.718      0.885      0.886      0.658\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   208/1000     0.654G      1.415      1.331      2.651        212        640: 100%|██████████| 1/1 [00:00<00:00,  7.61it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.674      0.879      0.863      0.646\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   209/1000     0.688G       1.46      1.161      1.177        208        640: 100%|██████████| 1/1 [00:00<00:00, 12.21it/s]\n",
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    },
    {
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     "text": [
      "                   all          4        125      0.674      0.879      0.863      0.646\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   210/1000     0.692G      1.552        1.1      2.231        145        640: 100%|██████████| 1/1 [00:00<00:00, 10.42it/s]\n",
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     "text": [
      "                   all          4        125      0.674      0.879      0.863      0.646\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   211/1000     0.635G      1.157       1.38      1.738         53        640: 100%|██████████| 1/1 [00:00<00:00, 11.45it/s]\n",
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      "                   all          4        125      0.674      0.879      0.863      0.646\n"
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      "\n"
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    {
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   212/1000     0.635G      1.044      1.287      1.617         43        640: 100%|██████████| 1/1 [00:00<00:00,  7.72it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.684      0.886      0.868      0.652\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   213/1000     0.675G      1.234      1.276      2.317        148        640: 100%|██████████| 1/1 [00:00<00:00, 12.20it/s]\n",
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    {
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      "                   all          4        125      0.684      0.886      0.868      0.652\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   214/1000     0.688G      1.554      1.257      1.294        408        640: 100%|██████████| 1/1 [00:00<00:00, 12.31it/s]\n",
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    },
    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.684      0.886      0.868      0.652\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "text": [
      "   215/1000     0.669G       1.29      1.199      1.591         79        640: 100%|██████████| 1/1 [00:00<00:00, 12.56it/s]\n",
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    },
    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.684      0.886      0.868      0.652\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   216/1000     0.688G      1.422      1.024      1.692        187        640: 100%|██████████| 1/1 [00:00<00:00,  7.60it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.709      0.882      0.882      0.629\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   217/1000     0.709G      1.497      1.089      1.986        278        640: 100%|██████████| 1/1 [00:00<00:00, 12.46it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.709      0.882      0.882      0.629\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   218/1000     0.635G      1.495      1.334      1.619         45        640: 100%|██████████| 1/1 [00:00<00:00, 12.28it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.709      0.882      0.882      0.629\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   219/1000     0.675G      1.632      1.223      2.004        167        640: 100%|██████████| 1/1 [00:00<00:00, 12.39it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.709      0.882      0.882      0.629\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "name": "stderr",
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      "   220/1000     0.692G      1.679      1.057      2.343        217        640: 100%|██████████| 1/1 [00:00<00:00,  7.51it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.722      0.887      0.892      0.629\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "name": "stderr",
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      "   221/1000     0.677G      1.831      1.105      2.562        147        640: 100%|██████████| 1/1 [00:00<00:00, 12.50it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.722      0.887      0.892      0.629\n"
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   222/1000     0.747G      1.762      1.081      1.943        302        640: 100%|██████████| 1/1 [00:00<00:00, 12.23it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.722      0.887      0.892      0.629\n"
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
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      "   223/1000     0.669G       1.35       1.15      1.272        102        640: 100%|██████████| 1/1 [00:00<00:00, 12.43it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.722      0.887      0.892      0.629\n"
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     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
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      "   224/1000     0.679G      1.433      1.105      1.587        178        640: 100%|██████████| 1/1 [00:00<00:00,  7.81it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.746      0.917      0.963      0.654\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   225/1000     0.648G      1.857       1.18      2.034        105        640: 100%|██████████| 1/1 [00:00<00:00, 12.52it/s]\n",
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     "text": [
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     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   226/1000     0.677G      1.447      1.109      2.633         86        640: 100%|██████████| 1/1 [00:00<00:00, 12.20it/s]\n",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   227/1000     0.648G      1.358      1.276      2.661         80        640: 100%|██████████| 1/1 [00:00<00:00, 12.27it/s]\n",
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.762      0.964       0.98      0.672\n"
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   229/1000     0.669G      1.379      1.021      1.744        125        640: 100%|██████████| 1/1 [00:00<00:00, 12.46it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.17it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.762      0.964       0.98      0.672\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
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      "   230/1000     0.684G      1.393      1.255      1.292        196        640: 100%|██████████| 1/1 [00:00<00:00, 12.29it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.45it/s]"
     ]
    },
    {
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     "text": [
      "                   all          4        125      0.762      0.964       0.98      0.672\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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      "   231/1000       0.7G      1.396      1.015      1.259        227        640: 100%|██████████| 1/1 [00:00<00:00, 12.16it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.50it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.762      0.964       0.98      0.672\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   232/1000     0.648G      1.123      1.197      1.561         71        640: 100%|██████████| 1/1 [00:00<00:00,  7.58it/s]\n",
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    },
    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.804      0.955      0.992      0.689\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   233/1000     0.614G      1.048      1.411      1.373         29        640: 100%|██████████| 1/1 [00:00<00:00, 12.56it/s]\n",
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    {
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     "text": [
      "                   all          4        125      0.804      0.955      0.992      0.689\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   234/1000     0.614G      1.133      1.542      1.836         20        640: 100%|██████████| 1/1 [00:00<00:00, 11.54it/s]\n",
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      "                   all          4        125      0.804      0.955      0.992      0.689\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   235/1000     0.734G      2.068      1.422      2.057        224        640: 100%|██████████| 1/1 [00:00<00:00, 12.28it/s]\n",
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     "text": [
      "                   all          4        125      0.804      0.955      0.992      0.689\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   236/1000     0.648G      1.192      1.231      2.549         72        640: 100%|██████████| 1/1 [00:00<00:00,  7.81it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.806       0.96      0.979      0.678\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   237/1000     0.705G      1.295     0.9966      1.908        240        640: 100%|██████████| 1/1 [00:00<00:00, 12.36it/s]\n",
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    },
    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.806       0.96      0.979      0.678\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   238/1000     0.648G      1.218      1.254       1.68         77        640: 100%|██████████| 1/1 [00:00<00:00, 11.13it/s]\n",
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    {
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     "text": [
      "                   all          4        125      0.806       0.96      0.979      0.678\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   239/1000     0.692G      1.489      1.074      1.998        221        640: 100%|██████████| 1/1 [00:00<00:00, 12.25it/s]\n",
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    },
    {
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      "                   all          4        125      0.806       0.96      0.979      0.678\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   240/1000     0.688G      1.646      1.144      1.641        253        640: 100%|██████████| 1/1 [00:00<00:00,  7.55it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.856      0.913      0.977      0.684\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "text": [
      "   241/1000     0.635G       1.22      1.319       1.37         59        640: 100%|██████████| 1/1 [00:00<00:00, 12.41it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.856      0.913      0.977      0.684\n"
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    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   242/1000     0.692G      1.308      1.262      2.142        173        640: 100%|██████████| 1/1 [00:00<00:00, 12.44it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.856      0.913      0.977      0.684\n"
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    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   243/1000     0.675G      1.254      1.195      2.192        266        640: 100%|██████████| 1/1 [00:00<00:00, 12.34it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.856      0.913      0.977      0.684\n"
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    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   244/1000     0.688G      1.361      1.143      2.574        129        640: 100%|██████████| 1/1 [00:00<00:00,  7.69it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.823      0.879      0.945      0.688\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   245/1000     0.675G      1.551      1.306      1.937        161        640: 100%|██████████| 1/1 [00:00<00:00, 12.46it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.823      0.879      0.945      0.688\n"
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    {
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     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   246/1000     0.684G      1.432      1.289      2.289        296        640: 100%|██████████| 1/1 [00:00<00:00, 12.32it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.823      0.879      0.945      0.688\n"
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    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   247/1000     0.675G      1.382      1.231      2.525        127        640: 100%|██████████| 1/1 [00:00<00:00, 12.60it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.823      0.879      0.945      0.688\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   248/1000      0.65G      1.132      1.064      1.283        131        640: 100%|██████████| 1/1 [00:00<00:00,  7.74it/s]\n",
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.803      0.897      0.958      0.721\n"
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     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   249/1000     0.696G      1.257       1.33      2.075        364        640: 100%|██████████| 1/1 [00:00<00:00, 12.48it/s]\n",
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     "text": [
      "                   all          4        125      0.803      0.897      0.958      0.721\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   250/1000     0.617G     0.9269      1.236       1.37         37        640: 100%|██████████| 1/1 [00:00<00:00, 12.31it/s]\n",
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     "text": [
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   252/1000     0.614G     0.7767      1.166      1.845         34        640: 100%|██████████| 1/1 [00:00<00:00,  7.55it/s]\n",
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   253/1000     0.635G     0.8726      1.087      1.215         52        640: 100%|██████████| 1/1 [00:00<00:00, 12.60it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.42it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.897      0.865      0.959      0.732\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   254/1000     0.614G      1.132      1.368      1.426         33        640: 100%|██████████| 1/1 [00:00<00:00, 12.46it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.34it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.897      0.865      0.959      0.732\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   255/1000     0.614G      1.069      1.179       2.38         40        640: 100%|██████████| 1/1 [00:00<00:00, 12.63it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 18.43it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.897      0.865      0.959      0.732\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   256/1000     0.675G      1.448      1.097      1.431        332        640: 100%|██████████| 1/1 [00:00<00:00,  7.69it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.72it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.805       0.92      0.948      0.742\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   257/1000     0.635G      1.337      1.397      2.154         40        640: 100%|██████████| 1/1 [00:00<00:00, 12.38it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.805       0.92      0.948      0.742\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   258/1000     0.675G      1.313      1.463      1.867        243        640: 100%|██████████| 1/1 [00:00<00:00, 11.32it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.805       0.92      0.948      0.742\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   259/1000       0.7G      1.156     0.9256      1.078        192        640: 100%|██████████| 1/1 [00:00<00:00, 12.39it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.805       0.92      0.948      0.742\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   260/1000     0.619G     0.8435      1.528      2.602         13        640: 100%|██████████| 1/1 [00:00<00:00,  7.60it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.32it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.854      0.905      0.953       0.75\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   261/1000     0.617G      1.174      1.398      1.484         24        640: 100%|██████████| 1/1 [00:00<00:00, 12.43it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.14it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.854      0.905      0.953       0.75\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   262/1000     0.709G      1.585      1.238        2.1        348        640: 100%|██████████| 1/1 [00:00<00:00, 12.45it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.94it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.854      0.905      0.953       0.75\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   263/1000     0.688G      1.538      1.073      1.812        212        640: 100%|██████████| 1/1 [00:00<00:00, 12.47it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.49it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.854      0.905      0.953       0.75\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   264/1000     0.648G      1.103      1.093      1.383         51        640: 100%|██████████| 1/1 [00:00<00:00,  7.64it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.848      0.916      0.952      0.745\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   265/1000     0.673G      1.618      1.412      2.035         74        640: 100%|██████████| 1/1 [00:00<00:00, 12.18it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.19it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.848      0.916      0.952      0.745\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   266/1000     0.675G      1.427      1.475      1.225        115        640: 100%|██████████| 1/1 [00:00<00:00, 11.61it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.31it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.848      0.916      0.952      0.745\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   267/1000     0.688G       1.29     0.8923      2.406        124        640: 100%|██████████| 1/1 [00:00<00:00, 12.44it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.848      0.916      0.952      0.745\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   268/1000     0.688G      1.202     0.9299      1.366        197        640: 100%|██████████| 1/1 [00:00<00:00,  7.38it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.07it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.891      0.904      0.937      0.751\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   269/1000     0.677G      1.588      1.058      1.671        140        640: 100%|██████████| 1/1 [00:00<00:00, 12.09it/s]\n",
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     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.891      0.904      0.937      0.751\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   270/1000     0.635G     0.9927     0.9321      1.712         54        640: 100%|██████████| 1/1 [00:00<00:00, 11.84it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.891      0.904      0.937      0.751\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   271/1000     0.667G       1.18     0.9159      1.641        146        640: 100%|██████████| 1/1 [00:00<00:00, 12.56it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.891      0.904      0.937      0.751\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   272/1000     0.673G      1.378      1.323      1.682        104        640: 100%|██████████| 1/1 [00:00<00:00,  7.62it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.888      0.913      0.945      0.749\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   273/1000       0.7G      1.582      1.026      2.348        281        640: 100%|██████████| 1/1 [00:00<00:00, 12.25it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.888      0.913      0.945      0.749\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   274/1000     0.692G      1.707      1.302      2.067        160        640: 100%|██████████| 1/1 [00:00<00:00, 11.36it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.888      0.913      0.945      0.749\n"
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    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   275/1000     0.696G      1.338      1.214      1.747        289        640: 100%|██████████| 1/1 [00:00<00:00, 10.72it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.888      0.913      0.945      0.749\n"
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     "name": "stderr",
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   276/1000     0.648G       1.68      1.271      2.537         57        640: 100%|██████████| 1/1 [00:00<00:00,  7.59it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 18.94it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.936      0.954      0.991      0.729\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   277/1000     0.713G      1.628      1.088      1.302        476        640: 100%|██████████| 1/1 [00:00<00:00, 12.12it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.26it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.936      0.954      0.991      0.729\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   278/1000     0.692G       1.36      1.054      1.678        182        640: 100%|██████████| 1/1 [00:00<00:00, 12.20it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.28it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.936      0.954      0.991      0.729\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   279/1000     0.679G      1.208     0.9293      1.356        215        640: 100%|██████████| 1/1 [00:00<00:00, 12.35it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.23it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.936      0.954      0.991      0.729\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   280/1000     0.619G      1.234      1.937      1.872         14        640: 100%|██████████| 1/1 [00:00<00:00,  7.54it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.14it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.908      0.931       0.98       0.72\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   281/1000     0.635G      1.132      1.156      1.503         64        640: 100%|██████████| 1/1 [00:00<00:00, 12.21it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.04it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.908      0.931       0.98       0.72\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   282/1000     0.688G      1.296      1.106      1.689        254        640: 100%|██████████| 1/1 [00:00<00:00, 11.79it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.58it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.908      0.931       0.98       0.72\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   283/1000     0.738G      1.651      1.124       1.81        463        640: 100%|██████████| 1/1 [00:00<00:00, 10.40it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 16.37it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.908      0.931       0.98       0.72\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   284/1000     0.688G      1.369      1.035      2.055        187        640: 100%|██████████| 1/1 [00:00<00:00,  7.63it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.15it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.937      0.896      0.986      0.742\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   285/1000     0.734G      1.466      1.015       1.74        322        640: 100%|██████████| 1/1 [00:00<00:00, 12.00it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.60it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.937      0.896      0.986      0.742\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   286/1000     0.679G      1.313      1.046      1.674        158        640: 100%|██████████| 1/1 [00:00<00:00, 12.48it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.67it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.937      0.896      0.986      0.742\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   287/1000     0.692G      1.573      1.096      1.964        148        640: 100%|██████████| 1/1 [00:00<00:00, 12.15it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.53it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.937      0.896      0.986      0.742\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   288/1000     0.675G      1.358      1.012      1.926        200        640: 100%|██████████| 1/1 [00:00<00:00,  7.59it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.54it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.92      0.911       0.98      0.746\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   289/1000     0.675G      1.366     0.9236      2.242        293        640: 100%|██████████| 1/1 [00:00<00:00, 12.15it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.69it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.92      0.911       0.98      0.746\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   290/1000     0.797G      1.894      1.089       1.21        493        640: 100%|██████████| 1/1 [00:00<00:00, 11.95it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.16it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.92      0.911       0.98      0.746\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   291/1000     0.614G       1.07       1.73      2.138         15        640: 100%|██████████| 1/1 [00:00<00:00, 12.43it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.69it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.92      0.911       0.98      0.746\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   292/1000     0.669G      0.984     0.9979      1.502         75        640: 100%|██████████| 1/1 [00:00<00:00,  7.71it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.73it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.899      0.945       0.98      0.758\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   293/1000     0.679G      1.152     0.9735       2.06        198        640: 100%|██████████| 1/1 [00:00<00:00, 12.46it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.99it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.899      0.945       0.98      0.758\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   294/1000     0.669G      1.559      1.195      2.354         73        640: 100%|██████████| 1/1 [00:00<00:00, 12.21it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.79it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.899      0.945       0.98      0.758\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   295/1000     0.688G      1.234     0.9139      1.789        185        640: 100%|██████████| 1/1 [00:00<00:00, 12.24it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.67it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.899      0.945       0.98      0.758\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   296/1000     0.654G      1.179      1.211      2.039        199        640: 100%|██████████| 1/1 [00:00<00:00,  7.81it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.899      0.944       0.98      0.756\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   297/1000     0.692G      1.115      1.065      1.316        170        640: 100%|██████████| 1/1 [00:00<00:00, 11.49it/s]\n",
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     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.899      0.944       0.98      0.756\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   298/1000     0.654G      1.335      1.195      1.276        122        640: 100%|██████████| 1/1 [00:00<00:00, 12.50it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.899      0.944       0.98      0.756\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   299/1000     0.688G      1.432      1.109      2.233        290        640: 100%|██████████| 1/1 [00:00<00:00, 11.76it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.899      0.944       0.98      0.756\n"
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    {
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     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "text": [
      "   300/1000     0.692G      1.359     0.9803      1.742        203        640: 100%|██████████| 1/1 [00:00<00:00,  7.52it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 22.00it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.888      0.953      0.974      0.752\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   301/1000     0.679G      1.409      1.172      2.154        302        640: 100%|██████████| 1/1 [00:00<00:00, 12.51it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 18.50it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.888      0.953      0.974      0.752\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   302/1000       0.7G      1.294      0.958      2.167        210        640: 100%|██████████| 1/1 [00:00<00:00, 12.32it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.36it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.888      0.953      0.974      0.752\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   303/1000     0.688G      1.912      1.288      1.822        175        640: 100%|██████████| 1/1 [00:00<00:00, 11.89it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.13it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.888      0.953      0.974      0.752\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   304/1000      0.65G      1.269       1.19       1.39        116        640: 100%|██████████| 1/1 [00:00<00:00,  7.52it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 18.08it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.871      0.973      0.979      0.763\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   305/1000     0.677G       1.53      1.451      2.279         93        640: 100%|██████████| 1/1 [00:00<00:00, 12.24it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.47it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.871      0.973      0.979      0.763\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   306/1000     0.673G      1.417      1.719      1.771         72        640: 100%|██████████| 1/1 [00:00<00:00, 12.15it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.43it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.871      0.973      0.979      0.763\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   307/1000     0.669G      1.049      1.011      1.459         84        640: 100%|██████████| 1/1 [00:00<00:00, 12.28it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.34it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.871      0.973      0.979      0.763\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   308/1000     0.705G      1.221     0.8821      1.315        204        640: 100%|██████████| 1/1 [00:00<00:00,  7.61it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 22.24it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.869      0.974      0.979      0.758\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   309/1000     0.696G      1.233     0.9499      1.226        186        640: 100%|██████████| 1/1 [00:00<00:00, 12.13it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.87it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.869      0.974      0.979      0.758\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   310/1000     0.614G      1.233      1.736      1.401         32        640: 100%|██████████| 1/1 [00:00<00:00, 12.41it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.52it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.869      0.974      0.979      0.758\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   311/1000     0.675G       1.17     0.9972       1.62        104        640: 100%|██████████| 1/1 [00:00<00:00, 12.53it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.79it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.869      0.974      0.979      0.758\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   312/1000     0.713G      1.562      1.069      1.669        403        640: 100%|██████████| 1/1 [00:00<00:00,  7.23it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.78it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.89      0.966      0.985      0.756\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   313/1000     0.688G      1.385      1.022      2.356        222        640: 100%|██████████| 1/1 [00:00<00:00, 12.14it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.58it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.89      0.966      0.985      0.756\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   314/1000     0.692G      1.239     0.8761      1.606        324        640: 100%|██████████| 1/1 [00:00<00:00, 11.76it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.89      0.966      0.985      0.756\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   315/1000     0.696G      1.387      1.009      2.289        180        640: 100%|██████████| 1/1 [00:00<00:00, 12.44it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.95it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.89      0.966      0.985      0.756\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   316/1000     0.648G      1.222     0.9502      1.762        178        640: 100%|██████████| 1/1 [00:00<00:00,  7.34it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.50it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.927      0.962      0.991       0.76\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   317/1000     0.635G     0.6803      1.256       1.31         46        640: 100%|██████████| 1/1 [00:00<00:00, 12.59it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.97it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.927      0.962      0.991       0.76\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   318/1000     0.713G      1.391     0.9342      2.657        209        640: 100%|██████████| 1/1 [00:00<00:00, 12.19it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.927      0.962      0.991       0.76\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   319/1000     0.696G      1.543        1.2      1.602        322        640: 100%|██████████| 1/1 [00:00<00:00, 12.16it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.927      0.962      0.991       0.76\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   320/1000     0.614G        1.2      1.516      2.515         20        640: 100%|██████████| 1/1 [00:00<00:00,  7.16it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.939      0.948       0.99      0.747\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
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      "   321/1000     0.614G     0.9218      1.225      1.303         28        640: 100%|██████████| 1/1 [00:00<00:00, 11.95it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.939      0.948       0.99      0.747\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
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      "   322/1000      0.65G      1.237     0.9877      1.459        192        640: 100%|██████████| 1/1 [00:00<00:00, 12.21it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.939      0.948       0.99      0.747\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "   323/1000      0.65G       1.08     0.8756      1.523        163        640: 100%|██████████| 1/1 [00:00<00:00, 12.03it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.939      0.948       0.99      0.747\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   324/1000     0.665G       1.18     0.9336      1.909         96        640: 100%|██████████| 1/1 [00:00<00:00,  7.19it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.93it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.936      0.938       0.99      0.744\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
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     "output_type": "stream",
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      "   325/1000     0.679G      1.111      0.882      2.092        198        640: 100%|██████████| 1/1 [00:00<00:00, 12.11it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.19it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.936      0.938       0.99      0.744\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   326/1000     0.688G      1.455     0.9513      2.145        218        640: 100%|██████████| 1/1 [00:00<00:00, 12.27it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 18.83it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.936      0.938       0.99      0.744\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   327/1000     0.692G      1.279     0.8697      1.237        249        640: 100%|██████████| 1/1 [00:00<00:00, 12.30it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.936      0.938       0.99      0.744\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   328/1000     0.614G     0.8253      1.242      2.019         25        640: 100%|██████████| 1/1 [00:00<00:00,  7.60it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.904      0.949       0.99      0.726\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   329/1000      0.65G      1.314      1.091       1.92        101        640: 100%|██████████| 1/1 [00:00<00:00, 12.13it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.47it/s]"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.904      0.949       0.99      0.726\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
     ]
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   330/1000     0.654G      1.142     0.9546      1.569        132        640: 100%|██████████| 1/1 [00:00<00:00, 12.45it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.904      0.949       0.99      0.726\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   331/1000     0.679G      1.229     0.9937      1.753        135        640: 100%|██████████| 1/1 [00:00<00:00, 12.23it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.904      0.949       0.99      0.726\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   332/1000     0.635G       1.05      1.115      2.176         90        640: 100%|██████████| 1/1 [00:00<00:00,  7.61it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.875       0.96       0.99       0.72\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   333/1000       0.7G      1.298     0.8936      1.861        216        640: 100%|██████████| 1/1 [00:00<00:00, 12.39it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.92it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.875       0.96       0.99       0.72\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   334/1000     0.675G      1.406      1.243       1.27        110        640: 100%|██████████| 1/1 [00:00<00:00, 12.34it/s]\n",
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    },
    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.875       0.96       0.99       0.72\n"
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    },
    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
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      "   335/1000     0.679G      1.473     0.9307      2.559        227        640: 100%|██████████| 1/1 [00:00<00:00, 12.25it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.875       0.96       0.99       0.72\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   336/1000     0.713G      1.402     0.9099      1.453        255        640: 100%|██████████| 1/1 [00:00<00:00,  7.86it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.871      0.946      0.991      0.709\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
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      "   337/1000     0.673G      1.092       1.05      2.261         77        640: 100%|██████████| 1/1 [00:00<00:00, 12.12it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.871      0.946      0.991      0.709\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   338/1000     0.692G      1.471      1.004      2.243        192        640: 100%|██████████| 1/1 [00:00<00:00, 11.80it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.871      0.946      0.991      0.709\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   339/1000     0.692G      1.422      1.048      2.282        212        640: 100%|██████████| 1/1 [00:00<00:00, 12.32it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.871      0.946      0.991      0.709\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
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      "   340/1000     0.677G      1.134     0.8909      1.848        150        640: 100%|██████████| 1/1 [00:00<00:00,  7.81it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.879      0.934      0.991      0.708\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   341/1000     0.679G       1.25     0.9235      1.508        138        640: 100%|██████████| 1/1 [00:00<00:00, 12.19it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.879      0.934      0.991      0.708\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   342/1000     0.673G      1.362      1.014      2.573        141        640: 100%|██████████| 1/1 [00:00<00:00, 12.13it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.879      0.934      0.991      0.708\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   343/1000     0.614G     0.8681      1.017      1.384         47        640: 100%|██████████| 1/1 [00:00<00:00, 12.50it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.879      0.934      0.991      0.708\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   344/1000     0.654G      1.252      1.037      2.143        164        640: 100%|██████████| 1/1 [00:00<00:00,  7.44it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.881      0.942      0.991      0.713\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   345/1000     0.688G      1.395      1.153      1.902        383        640: 100%|██████████| 1/1 [00:00<00:00, 12.08it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.881      0.942      0.991      0.713\n"
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     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   346/1000     0.675G      1.305     0.9148        1.7        150        640: 100%|██████████| 1/1 [00:00<00:00, 12.23it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.881      0.942      0.991      0.713\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   347/1000     0.738G      1.634      1.155      1.696        274        640: 100%|██████████| 1/1 [00:00<00:00, 12.04it/s]\n",
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     "output_type": "stream",
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     "output_type": "stream",
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     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   348/1000     0.734G      1.467     0.9899      1.456        332        640: 100%|██████████| 1/1 [00:00<00:00,  7.69it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.72it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.853      0.948      0.985      0.691\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   349/1000     0.692G      1.379      1.032      2.086        227        640: 100%|██████████| 1/1 [00:00<00:00, 12.19it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.24it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.853      0.948      0.985      0.691\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   350/1000     0.705G      1.427     0.9156      1.988        252        640: 100%|██████████| 1/1 [00:00<00:00, 12.34it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.15it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.853      0.948      0.985      0.691\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   351/1000     0.635G      1.228      1.054       2.12         45        640: 100%|██████████| 1/1 [00:00<00:00, 12.43it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.42it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.853      0.948      0.985      0.691\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   352/1000     0.721G      1.327     0.9692      2.096        337        640: 100%|██████████| 1/1 [00:00<00:00,  7.59it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 17.03it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.882      0.949      0.984      0.703\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   353/1000     0.669G      1.246     0.9487      1.931        102        640: 100%|██████████| 1/1 [00:00<00:00, 11.31it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.43it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.882      0.949      0.984      0.703\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   354/1000     0.635G     0.8218      1.135      1.693         37        640: 100%|██████████| 1/1 [00:00<00:00, 12.37it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.882      0.949      0.984      0.703\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   355/1000     0.648G      1.057      0.889      1.284         79        640: 100%|██████████| 1/1 [00:00<00:00, 11.65it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.882      0.949      0.984      0.703\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   356/1000     0.751G       1.48      1.231      1.628        601        640: 100%|██████████| 1/1 [00:00<00:00,  7.01it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.895      0.955      0.972      0.707\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   357/1000     0.654G      1.248     0.8454      1.275        231        640: 100%|██████████| 1/1 [00:00<00:00, 11.95it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.895      0.955      0.972      0.707\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   358/1000     0.679G      1.609      1.355      1.522        138        640: 100%|██████████| 1/1 [00:00<00:00, 12.54it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.895      0.955      0.972      0.707\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   359/1000     0.675G      1.197       1.14      1.293        127        640: 100%|██████████| 1/1 [00:00<00:00, 12.17it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.895      0.955      0.972      0.707\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   360/1000     0.692G      1.312     0.9303       1.69        190        640: 100%|██████████| 1/1 [00:00<00:00,  7.69it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.82it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.917      0.951      0.972      0.705\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   361/1000     0.648G       1.08       1.44      1.327         52        640: 100%|██████████| 1/1 [00:00<00:00, 12.25it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.917      0.951      0.972      0.705\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   362/1000     0.669G      1.175      1.162      1.751         64        640: 100%|██████████| 1/1 [00:00<00:00, 12.44it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.917      0.951      0.972      0.705\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   363/1000     0.677G      1.125     0.9326      2.191        174        640: 100%|██████████| 1/1 [00:00<00:00, 12.55it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.917      0.951      0.972      0.705\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   364/1000      0.65G      1.465      1.723      1.261         93        640: 100%|██████████| 1/1 [00:00<00:00,  7.04it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.901      0.953      0.962      0.696\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   365/1000     0.734G       1.36      1.004      1.315        259        640: 100%|██████████| 1/1 [00:00<00:00, 12.38it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.901      0.953      0.962      0.696\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   366/1000     0.654G      1.157      1.067       1.65        106        640: 100%|██████████| 1/1 [00:00<00:00, 10.53it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.901      0.953      0.962      0.696\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   367/1000     0.665G      1.234      1.049      2.329        114        640: 100%|██████████| 1/1 [00:00<00:00, 12.09it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.901      0.953      0.962      0.696\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   368/1000     0.635G      1.047      1.029      1.731         79        640: 100%|██████████| 1/1 [00:00<00:00,  7.77it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.906      0.945      0.963      0.738\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
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      "   369/1000     0.747G      1.316      1.048      1.651        502        640: 100%|██████████| 1/1 [00:00<00:00, 12.20it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.906      0.945      0.963      0.738\n"
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    {
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     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   370/1000     0.614G     0.9846      1.214      1.886         33        640: 100%|██████████| 1/1 [00:00<00:00, 12.54it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.906      0.945      0.963      0.738\n"
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     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   371/1000     0.688G       1.12     0.8277      1.324        165        640: 100%|██████████| 1/1 [00:00<00:00, 12.42it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.906      0.945      0.963      0.738\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   372/1000     0.688G      1.274      1.036      2.391        115        640: 100%|██████████| 1/1 [00:00<00:00,  7.60it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.40it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.956      0.938      0.991      0.736\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   373/1000     0.692G      1.121     0.8475      1.947        141        640: 100%|██████████| 1/1 [00:00<00:00, 12.17it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.48it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.956      0.938      0.991      0.736\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   374/1000     0.669G      1.229      1.189      1.699         74        640: 100%|██████████| 1/1 [00:00<00:00, 12.28it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.91it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.956      0.938      0.991      0.736\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   375/1000     0.688G      1.301     0.9627      1.926        330        640: 100%|██████████| 1/1 [00:00<00:00, 12.43it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.27it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.956      0.938      0.991      0.736\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   376/1000       0.7G      1.522     0.9922        2.2        174        640: 100%|██████████| 1/1 [00:00<00:00,  7.81it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.93it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.935      0.946      0.992      0.753\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   377/1000     0.673G      1.059     0.9249      1.414         81        640: 100%|██████████| 1/1 [00:00<00:00, 12.24it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.935      0.946      0.992      0.753\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   378/1000     0.688G      1.347     0.9015      1.812        290        640: 100%|██████████| 1/1 [00:00<00:00, 12.35it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.935      0.946      0.992      0.753\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   379/1000      0.65G     0.8735     0.8087       1.33        158        640: 100%|██████████| 1/1 [00:00<00:00, 12.59it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.01it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.935      0.946      0.992      0.753\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   380/1000     0.688G       1.35      1.029      1.895        263        640: 100%|██████████| 1/1 [00:00<00:00,  7.58it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.17it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.916      0.957      0.992      0.752\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   381/1000     0.635G      1.472      1.261      1.631         68        640: 100%|██████████| 1/1 [00:00<00:00, 12.57it/s]\n",
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    },
    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.916      0.957      0.992      0.752\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   382/1000     0.751G      1.581      1.036      1.988        321        640: 100%|██████████| 1/1 [00:00<00:00, 12.18it/s]\n",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.916      0.957      0.992      0.752\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   383/1000     0.705G      1.217     0.8256      1.596        242        640: 100%|██████████| 1/1 [00:00<00:00, 12.42it/s]\n",
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    },
    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.916      0.957      0.992      0.752\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   384/1000      0.65G      1.435      1.094      1.962        104        640: 100%|██████████| 1/1 [00:00<00:00,  7.30it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.89      0.958      0.992      0.759\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   385/1000     0.679G       1.31     0.9512      2.381        200        640: 100%|██████████| 1/1 [00:00<00:00, 12.47it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.89      0.958      0.992      0.759\n"
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    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   386/1000     0.688G      1.389      1.235      1.851        352        640: 100%|██████████| 1/1 [00:00<00:00, 12.11it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.89      0.958      0.992      0.759\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   387/1000     0.705G      1.436     0.9494      1.899        268        640: 100%|██████████| 1/1 [00:00<00:00, 12.18it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.89      0.958      0.992      0.759\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   388/1000     0.677G     0.9815     0.9544      1.304         96        640: 100%|██████████| 1/1 [00:00<00:00,  7.19it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.846      0.962      0.987      0.746\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   389/1000     0.713G      1.531      1.023      1.896        200        640: 100%|██████████| 1/1 [00:00<00:00, 12.05it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.846      0.962      0.987      0.746\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   390/1000     0.675G      0.977     0.7701      1.245        191        640: 100%|██████████| 1/1 [00:00<00:00, 12.44it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.846      0.962      0.987      0.746\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   391/1000     0.713G      1.219     0.9327       1.64        162        640: 100%|██████████| 1/1 [00:00<00:00, 12.50it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.846      0.962      0.987      0.746\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   392/1000     0.713G      1.415      1.035      1.576        365        640: 100%|██████████| 1/1 [00:00<00:00,  7.24it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.856      0.963      0.987      0.746\n",
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   393/1000     0.673G      1.172       1.01      1.498         80        640: 100%|██████████| 1/1 [00:00<00:00, 12.31it/s]\n",
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     "output_type": "stream",
     "text": [
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   394/1000     0.635G      1.016      1.081      1.304         48        640: 100%|██████████| 1/1 [00:00<00:00, 12.46it/s]\n",
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    {
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     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   395/1000     0.675G      1.273     0.9036       2.09        141        640: 100%|██████████| 1/1 [00:00<00:00, 12.44it/s]\n",
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     "output_type": "stream",
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    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   396/1000     0.654G       1.13     0.8363      1.894        115        640: 100%|██████████| 1/1 [00:00<00:00,  7.86it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.60it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.862       0.98      0.987      0.745\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   397/1000     0.675G       1.18     0.9271      1.785        206        640: 100%|██████████| 1/1 [00:00<00:00, 10.49it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.42it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.862       0.98      0.987      0.745\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   398/1000     0.705G      1.177      1.182      1.629        340        640: 100%|██████████| 1/1 [00:00<00:00, 12.56it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.55it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.862       0.98      0.987      0.745\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   399/1000       0.7G      1.329      1.017      1.053        190        640: 100%|██████████| 1/1 [00:00<00:00, 10.45it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.07it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.862       0.98      0.987      0.745\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   400/1000     0.688G      1.244     0.8825       1.63        216        640: 100%|██████████| 1/1 [00:00<00:00,  7.72it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.54it/s]"
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    },
    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.886      0.959      0.987      0.754\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
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     "text": [
      "   401/1000     0.677G      1.032      0.798       2.26        108        640: 100%|██████████| 1/1 [00:00<00:00, 12.41it/s]\n",
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    },
    {
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     "output_type": "stream",
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      "                   all          4        125      0.886      0.959      0.987      0.754\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
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     "text": [
      "   402/1000     0.688G      1.092     0.8249      1.651        133        640: 100%|██████████| 1/1 [00:00<00:00, 12.52it/s]\n",
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    },
    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.886      0.959      0.987      0.754\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   403/1000     0.614G     0.7748      1.095      1.294         29        640: 100%|██████████| 1/1 [00:00<00:00, 12.42it/s]\n",
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    },
    {
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     "output_type": "stream",
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      "                   all          4        125      0.886      0.959      0.987      0.754\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   404/1000     0.688G      1.163     0.8685      2.484        202        640: 100%|██████████| 1/1 [00:00<00:00,  7.65it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.64it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.921      0.946      0.988      0.773\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   405/1000     0.692G      1.093     0.8667      1.219        165        640: 100%|██████████| 1/1 [00:00<00:00, 12.39it/s]\n",
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    },
    {
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     "output_type": "stream",
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      "                   all          4        125      0.921      0.946      0.988      0.773\n"
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    {
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     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
     "text": [
      "   406/1000     0.679G      1.186     0.9724      1.535        120        640: 100%|██████████| 1/1 [00:00<00:00, 12.32it/s]\n",
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    {
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     "output_type": "stream",
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      "                   all          4        125      0.921      0.946      0.988      0.773\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   407/1000     0.814G      1.292      1.093      1.322        543        640: 100%|██████████| 1/1 [00:00<00:00, 12.12it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.921      0.946      0.988      0.773\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   408/1000     0.669G      1.039     0.8019      1.815        141        640: 100%|██████████| 1/1 [00:00<00:00,  7.61it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.31it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.924      0.949      0.988      0.785\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   409/1000     0.614G     0.9853      2.375      1.937          7        640: 100%|██████████| 1/1 [00:00<00:00, 12.13it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.924      0.949      0.988      0.785\n"
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    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   410/1000     0.654G      1.306     0.8858      1.758        199        640: 100%|██████████| 1/1 [00:00<00:00, 12.49it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.924      0.949      0.988      0.785\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   411/1000     0.705G      1.147      0.946      2.082        301        640: 100%|██████████| 1/1 [00:00<00:00, 12.56it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.924      0.949      0.988      0.785\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "name": "stderr",
     "output_type": "stream",
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      "   412/1000     0.705G      1.221     0.8078      1.426        245        640: 100%|██████████| 1/1 [00:00<00:00,  7.54it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.928       0.97      0.993      0.792\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "text": [
      "   413/1000     0.635G      1.012      1.005      1.397         59        640: 100%|██████████| 1/1 [00:00<00:00, 12.65it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.928       0.97      0.993      0.792\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
     "text": [
      "   414/1000     0.675G      1.332     0.8495      2.197        193        640: 100%|██████████| 1/1 [00:00<00:00, 12.37it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.928       0.97      0.993      0.792\n"
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     "output_type": "stream",
     "text": [
      "\n"
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
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      "   415/1000     0.677G      1.248     0.9172      2.139         90        640: 100%|██████████| 1/1 [00:00<00:00, 12.22it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.928       0.97      0.993      0.792\n"
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     "output_type": "stream",
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      "\n"
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "name": "stderr",
     "output_type": "stream",
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      "   416/1000     0.688G       1.26     0.9364      1.733        150        640: 100%|██████████| 1/1 [00:00<00:00,  7.42it/s]\n",
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.922      0.985      0.993      0.798\n"
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     "output_type": "stream",
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      "\n"
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   417/1000       0.7G      1.212      1.087      1.816        322        640: 100%|██████████| 1/1 [00:00<00:00, 12.32it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
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     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   418/1000     0.675G      1.174      0.869      1.877        169        640: 100%|██████████| 1/1 [00:00<00:00, 11.97it/s]\n",
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     "output_type": "stream",
     "text": [
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     "output_type": "stream",
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   419/1000     0.688G      1.326     0.9499      1.883        172        640: 100%|██████████| 1/1 [00:00<00:00, 11.99it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 15.81it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.922      0.985      0.993      0.798\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "   420/1000     0.648G      1.164      1.032      2.056         80        640: 100%|██████████| 1/1 [00:00<00:00,  7.39it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.14it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.926      0.987      0.993      0.799\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
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      "   421/1000      0.65G      1.576      1.273      1.808        120        640: 100%|██████████| 1/1 [00:00<00:00, 11.90it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 18.97it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.926      0.987      0.993      0.799\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
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      "   422/1000     0.688G      1.264     0.8545      2.205        122        640: 100%|██████████| 1/1 [00:00<00:00, 12.16it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.72it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.926      0.987      0.993      0.799\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   423/1000     0.679G     0.9748     0.7534      1.566        136        640: 100%|██████████| 1/1 [00:00<00:00, 11.25it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.42it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.926      0.987      0.993      0.799\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   424/1000     0.635G      1.084      1.267      2.011         52        640: 100%|██████████| 1/1 [00:00<00:00,  7.66it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.65it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.919      0.975      0.994      0.797\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   425/1000     0.635G      1.049      1.528      1.733         33        640: 100%|██████████| 1/1 [00:00<00:00,  9.71it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.27it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.919      0.975      0.994      0.797\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   426/1000     0.692G       1.07     0.7634       1.63        192        640: 100%|██████████| 1/1 [00:00<00:00, 12.49it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.919      0.975      0.994      0.797\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   427/1000     0.614G     0.8894      1.075      1.527         33        640: 100%|██████████| 1/1 [00:00<00:00, 12.58it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.92it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.919      0.975      0.994      0.797\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   428/1000     0.648G     0.9791       1.03      1.361         67        640: 100%|██████████| 1/1 [00:00<00:00,  7.06it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.40it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.902      0.978      0.994        0.8\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   429/1000     0.679G       1.03     0.8295      1.829        133        640: 100%|██████████| 1/1 [00:00<00:00, 12.34it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.902      0.978      0.994        0.8\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   430/1000     0.675G      1.115     0.9391      1.733        133        640: 100%|██████████| 1/1 [00:00<00:00, 12.15it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.902      0.978      0.994        0.8\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   431/1000     0.675G      1.288     0.9656      1.989        310        640: 100%|██████████| 1/1 [00:00<00:00, 12.37it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.902      0.978      0.994        0.8\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   432/1000     0.713G      1.506     0.8733      1.754        270        640: 100%|██████████| 1/1 [00:00<00:00,  7.62it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.77it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.891      0.976      0.993      0.794\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   433/1000     0.692G      1.189     0.7828       2.16        171        640: 100%|██████████| 1/1 [00:00<00:00, 11.91it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.891      0.976      0.993      0.794\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   434/1000     0.835G      1.767      1.013      1.544        376        640: 100%|██████████| 1/1 [00:00<00:00, 12.19it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.99it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.891      0.976      0.993      0.794\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   435/1000     0.688G      1.191     0.8656       2.09        175        640: 100%|██████████| 1/1 [00:00<00:00, 12.61it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.891      0.976      0.993      0.794\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   436/1000     0.713G       1.11      0.799      1.207        303        640: 100%|██████████| 1/1 [00:00<00:00,  7.73it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.80it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.892      0.971      0.993      0.795\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   437/1000       0.7G      1.437     0.9036      1.654        341        640: 100%|██████████| 1/1 [00:00<00:00, 12.29it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.892      0.971      0.993      0.795\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   438/1000     0.688G      1.285     0.8914      1.542        225        640: 100%|██████████| 1/1 [00:00<00:00, 10.61it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.892      0.971      0.993      0.795\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   439/1000     0.669G      1.272      0.985      1.603         72        640: 100%|██████████| 1/1 [00:00<00:00, 12.27it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.892      0.971      0.993      0.795\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   440/1000     0.665G       1.03     0.8181      1.955        112        640: 100%|██████████| 1/1 [00:00<00:00,  7.04it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125        0.9      0.966      0.993      0.787\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   441/1000     0.675G      1.207     0.8103      1.594        258        640: 100%|██████████| 1/1 [00:00<00:00, 11.98it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125        0.9      0.966      0.993      0.787\n"
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     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   442/1000      0.65G     0.9596     0.7721      1.449        107        640: 100%|██████████| 1/1 [00:00<00:00, 12.40it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125        0.9      0.966      0.993      0.787\n"
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
     "text": [
      "   443/1000      0.65G      1.198     0.9191      1.425        188        640: 100%|██████████| 1/1 [00:00<00:00, 12.64it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.66it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125        0.9      0.966      0.993      0.787\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   444/1000     0.675G      1.344     0.8489      2.399        172        640: 100%|██████████| 1/1 [00:00<00:00,  7.72it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.87it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.911      0.961      0.993      0.788\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   445/1000       0.7G     0.9905     0.7706      1.701        196        640: 100%|██████████| 1/1 [00:00<00:00, 12.28it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.30it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.911      0.961      0.993      0.788\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   446/1000     0.673G      1.076     0.8894      1.667        140        640: 100%|██████████| 1/1 [00:00<00:00, 12.08it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.85it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.911      0.961      0.993      0.788\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   447/1000     0.669G     0.9179     0.7042      1.279        140        640: 100%|██████████| 1/1 [00:00<00:00, 12.43it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.38it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.911      0.961      0.993      0.788\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   448/1000     0.614G     0.6804      1.046      1.529         22        640: 100%|██████████| 1/1 [00:00<00:00,  7.66it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.65it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.924      0.954      0.993      0.788\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   449/1000     0.665G      1.229       1.33      1.387         60        640: 100%|██████████| 1/1 [00:00<00:00, 12.27it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.63it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.924      0.954      0.993      0.788\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   450/1000     0.688G      1.065     0.7787      1.477        209        640: 100%|██████████| 1/1 [00:00<00:00, 12.55it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.52it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.924      0.954      0.993      0.788\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   451/1000     0.696G      1.084      1.053      1.426        281        640: 100%|██████████| 1/1 [00:00<00:00, 12.57it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.56it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.924      0.954      0.993      0.788\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   452/1000     0.669G     0.8544     0.7298      2.124         82        640: 100%|██████████| 1/1 [00:00<00:00,  7.64it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.36it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.915      0.956      0.993      0.791\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   453/1000       0.7G      1.328     0.8972      1.254        250        640: 100%|██████████| 1/1 [00:00<00:00, 12.35it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.37it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.915      0.956      0.993      0.791\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   454/1000     0.734G      1.436     0.9482      1.884        293        640: 100%|██████████| 1/1 [00:00<00:00, 12.42it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.98it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.915      0.956      0.993      0.791\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   455/1000     0.688G      1.207     0.8722      1.263        210        640: 100%|██████████| 1/1 [00:00<00:00, 12.66it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.82it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.915      0.956      0.993      0.791\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   456/1000     0.635G     0.8974     0.8291       1.17         37        640: 100%|██████████| 1/1 [00:00<00:00,  7.61it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.69it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.913      0.955      0.993      0.787\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   457/1000     0.673G     0.9655     0.8525      1.514         83        640: 100%|██████████| 1/1 [00:00<00:00, 12.39it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.46it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.913      0.955      0.993      0.787\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   458/1000     0.675G      1.103     0.8992      2.315        111        640: 100%|██████████| 1/1 [00:00<00:00, 12.35it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.913      0.955      0.993      0.787\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   459/1000     0.675G      1.124      1.078      2.001        142        640: 100%|██████████| 1/1 [00:00<00:00, 12.44it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.913      0.955      0.993      0.787\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   460/1000     0.675G      1.273     0.9474      1.239        211        640: 100%|██████████| 1/1 [00:00<00:00,  7.72it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.71it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.917      0.954      0.993      0.786\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   461/1000     0.669G     0.8723     0.7453      1.588         90        640: 100%|██████████| 1/1 [00:00<00:00, 12.35it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.33it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.917      0.954      0.993      0.786\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   462/1000      0.65G      1.209     0.8515      2.416        106        640: 100%|██████████| 1/1 [00:00<00:00, 12.32it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.917      0.954      0.993      0.786\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   463/1000     0.677G       1.13     0.7982      2.226         99        640: 100%|██████████| 1/1 [00:00<00:00, 12.53it/s]\n",
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     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.917      0.954      0.993      0.786\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   464/1000      0.65G      1.127     0.8859      1.596        178        640: 100%|██████████| 1/1 [00:00<00:00,  7.39it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.92      0.959      0.993      0.771\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
     "text": [
      "   465/1000       0.7G      1.052     0.8699      1.115        147        640: 100%|██████████| 1/1 [00:00<00:00, 12.42it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125       0.92      0.959      0.993      0.771\n"
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     "output_type": "stream",
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      "\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   466/1000     0.688G      1.106      1.089       1.57        297        640: 100%|██████████| 1/1 [00:00<00:00, 12.10it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.92      0.959      0.993      0.771\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   467/1000     0.688G      1.329      0.867        1.9        277        640: 100%|██████████| 1/1 [00:00<00:00, 12.62it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.38it/s]"
     ]
    },
    {
     "name": "stdout",
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     "text": [
      "                   all          4        125       0.92      0.959      0.993      0.771\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   468/1000     0.709G      1.404      1.007        2.1        312        640: 100%|██████████| 1/1 [00:00<00:00,  7.74it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.66it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.908      0.977      0.993      0.777\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   469/1000      0.65G      1.038     0.7098      1.973        118        640: 100%|██████████| 1/1 [00:00<00:00, 12.37it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.47it/s]"
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    },
    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.908      0.977      0.993      0.777\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   470/1000     0.709G       1.24     0.8082      1.733        232        640: 100%|██████████| 1/1 [00:00<00:00, 12.41it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.49it/s]"
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    },
    {
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     "text": [
      "                   all          4        125      0.908      0.977      0.993      0.777\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   471/1000     0.673G      1.007     0.8323      1.313        155        640: 100%|██████████| 1/1 [00:00<00:00, 12.34it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.67it/s]"
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    },
    {
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      "                   all          4        125      0.908      0.977      0.993      0.777\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   472/1000     0.648G      1.342      1.039      1.897         48        640: 100%|██████████| 1/1 [00:00<00:00,  7.59it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.87      0.985      0.993      0.768\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   473/1000     0.665G      1.024     0.8922      1.617         71        640: 100%|██████████| 1/1 [00:00<00:00, 12.53it/s]\n",
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    },
    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125       0.87      0.985      0.993      0.768\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   474/1000     0.705G      1.305     0.7996      1.955        262        640: 100%|██████████| 1/1 [00:00<00:00, 12.33it/s]\n",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125       0.87      0.985      0.993      0.768\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   475/1000     0.614G     0.7228      1.153      1.305         18        640: 100%|██████████| 1/1 [00:00<00:00, 12.02it/s]\n",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125       0.87      0.985      0.993      0.768\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   476/1000     0.677G      1.086      0.842      1.351        146        640: 100%|██████████| 1/1 [00:00<00:00,  7.70it/s]\n",
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    },
    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.856      0.994      0.993      0.765\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   477/1000      0.65G      1.204      0.848      1.703        183        640: 100%|██████████| 1/1 [00:00<00:00, 12.33it/s]\n",
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    },
    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.856      0.994      0.993      0.765\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   478/1000     0.635G      1.005       1.01      1.998         48        640: 100%|██████████| 1/1 [00:00<00:00, 12.40it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.84it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.856      0.994      0.993      0.765\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   479/1000       0.7G      1.199     0.8404      1.681        308        640: 100%|██████████| 1/1 [00:00<00:00, 12.16it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.70it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.856      0.994      0.993      0.765\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   480/1000     0.675G     0.9294     0.7231      1.937        128        640: 100%|██████████| 1/1 [00:00<00:00,  6.80it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.42it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.854      0.994      0.994      0.781\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   481/1000     0.688G      1.148     0.7774       1.84        200        640: 100%|██████████| 1/1 [00:00<00:00, 12.36it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.30it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.854      0.994      0.994      0.781\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   482/1000     0.679G      1.126     0.7931      1.684        202        640: 100%|██████████| 1/1 [00:00<00:00, 12.42it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.40it/s]"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.854      0.994      0.994      0.781\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   483/1000     0.677G      1.045     0.8418      1.618        135        640: 100%|██████████| 1/1 [00:00<00:00, 12.17it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.854      0.994      0.994      0.781\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   484/1000     0.635G      1.056     0.8904      2.268         69        640: 100%|██████████| 1/1 [00:00<00:00,  7.59it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.859      0.993      0.994      0.781\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   485/1000     0.614G      1.269       1.46      2.765         25        640: 100%|██████████| 1/1 [00:00<00:00, 12.69it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.859      0.993      0.994      0.781\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   486/1000     0.669G      1.135     0.8478      1.616        128        640: 100%|██████████| 1/1 [00:00<00:00, 12.63it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.859      0.993      0.994      0.781\n"
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     "name": "stderr",
     "output_type": "stream",
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      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   487/1000     0.692G      1.042     0.8471      1.553        223        640: 100%|██████████| 1/1 [00:00<00:00, 12.51it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.859      0.993      0.994      0.781\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   488/1000     0.721G      1.112     0.9098      1.076        235        640: 100%|██████████| 1/1 [00:00<00:00,  7.63it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.872      0.987      0.993      0.788\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   489/1000     0.654G      1.105     0.7765      1.533        177        640: 100%|██████████| 1/1 [00:00<00:00, 12.67it/s]\n",
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    {
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.872      0.987      0.993      0.788\n"
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     "output_type": "stream",
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   490/1000     0.688G      1.204     0.9227      1.939        144        640: 100%|██████████| 1/1 [00:00<00:00, 12.59it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 16.89it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.872      0.987      0.993      0.788\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   491/1000     0.669G        1.1     0.9501       1.87        123        640: 100%|██████████| 1/1 [00:00<00:00, 12.36it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.45it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.872      0.987      0.993      0.788\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   492/1000     0.675G      1.045     0.8282      1.107        166        640: 100%|██████████| 1/1 [00:00<00:00,  7.76it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.02it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.901      0.981      0.993      0.796\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   493/1000     0.705G      1.181     0.8291      2.011        246        640: 100%|██████████| 1/1 [00:00<00:00, 12.50it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 16.49it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.901      0.981      0.993      0.796\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   494/1000     0.675G      1.266     0.8975      1.705        300        640: 100%|██████████| 1/1 [00:00<00:00, 12.29it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.84it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.901      0.981      0.993      0.796\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   495/1000     0.614G      0.983      1.014      1.747         41        640: 100%|██████████| 1/1 [00:00<00:00, 11.45it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.25it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.901      0.981      0.993      0.796\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   496/1000     0.617G     0.8416     0.9473      1.715         31        640: 100%|██████████| 1/1 [00:00<00:00,  7.65it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.52it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.92      0.973      0.993      0.799\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   497/1000       0.7G      1.041     0.8605      1.685        186        640: 100%|██████████| 1/1 [00:00<00:00, 12.17it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.95it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.92      0.973      0.993      0.799\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   498/1000     0.614G     0.8288     0.7979      1.366         50        640: 100%|██████████| 1/1 [00:00<00:00, 12.52it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.52it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.92      0.973      0.993      0.799\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   499/1000     0.692G      1.015     0.7888      1.652        222        640: 100%|██████████| 1/1 [00:00<00:00, 12.15it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.93it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.92      0.973      0.993      0.799\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   500/1000     0.675G      1.232     0.9468      1.971        110        640: 100%|██████████| 1/1 [00:00<00:00,  7.78it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.80it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.911       0.96      0.993      0.797\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   501/1000     0.705G      1.158     0.8435      1.374        272        640: 100%|██████████| 1/1 [00:00<00:00, 12.45it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.10it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.911       0.96      0.993      0.797\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   502/1000     0.688G      1.103     0.8151      1.838        178        640: 100%|██████████| 1/1 [00:00<00:00, 12.37it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.81it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.911       0.96      0.993      0.797\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   503/1000     0.713G      1.153     0.7799      1.965        177        640: 100%|██████████| 1/1 [00:00<00:00, 11.45it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.64it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.911       0.96      0.993      0.797\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   504/1000     0.665G       0.94     0.7943      2.026         88        640: 100%|██████████| 1/1 [00:00<00:00,  7.67it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.19it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.907      0.955      0.993      0.797\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   505/1000     0.617G     0.9539      1.508       2.25         14        640: 100%|██████████| 1/1 [00:00<00:00, 12.44it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 18.61it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.907      0.955      0.993      0.797\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   506/1000     0.669G      1.232     0.9279       2.35         72        640: 100%|██████████| 1/1 [00:00<00:00, 12.28it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.14it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.907      0.955      0.993      0.797\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   507/1000     0.763G      1.664      1.055      1.176        274        640: 100%|██████████| 1/1 [00:00<00:00, 12.02it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 18.76it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.907      0.955      0.993      0.797\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   508/1000      0.65G     0.9335     0.8399      1.646        151        640: 100%|██████████| 1/1 [00:00<00:00,  7.59it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 17.37it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.909      0.955      0.993      0.789\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   509/1000     0.675G     0.9487     0.7967      1.585        111        640: 100%|██████████| 1/1 [00:00<00:00, 12.43it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.93it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.909      0.955      0.993      0.789\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   510/1000     0.635G      0.805      1.009      1.964         29        640: 100%|██████████| 1/1 [00:00<00:00, 12.71it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.82it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.909      0.955      0.993      0.789\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   511/1000     0.669G     0.9795     0.7976      1.541        135        640: 100%|██████████| 1/1 [00:00<00:00, 12.51it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.29it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.909      0.955      0.993      0.789\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   512/1000     0.665G      1.181      0.903       1.92         62        640: 100%|██████████| 1/1 [00:00<00:00,  7.59it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.88it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.912      0.953      0.993      0.788\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   513/1000     0.619G     0.8793      1.627      3.216         12        640: 100%|██████████| 1/1 [00:00<00:00, 12.45it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.61it/s]"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.912      0.953      0.993      0.788\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   514/1000     0.692G      1.153     0.8274      1.885        239        640: 100%|██████████| 1/1 [00:00<00:00, 12.22it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.12it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.912      0.953      0.993      0.788\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   515/1000     0.679G      1.066     0.8961      2.239        196        640: 100%|██████████| 1/1 [00:00<00:00, 12.36it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.76it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.912      0.953      0.993      0.788\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   516/1000     0.669G      1.028      1.035      1.213         88        640: 100%|██████████| 1/1 [00:00<00:00,  7.66it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 22.16it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.914      0.956      0.993      0.794\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   517/1000     0.677G     0.9176     0.7677      1.948         95        640: 100%|██████████| 1/1 [00:00<00:00, 12.45it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.71it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.914      0.956      0.993      0.794\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   518/1000     0.709G      1.281     0.8448      1.403        263        640: 100%|██████████| 1/1 [00:00<00:00, 12.27it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 16.80it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.914      0.956      0.993      0.794\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   519/1000       0.7G     0.8869     0.7749      1.087        151        640: 100%|██████████| 1/1 [00:00<00:00, 12.49it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 16.38it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.914      0.956      0.993      0.794\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   520/1000     0.688G       1.08     0.8191      1.373        322        640: 100%|██████████| 1/1 [00:00<00:00,  7.72it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.56it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.915      0.966      0.993      0.808\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   521/1000     0.665G      1.555      1.411      2.413         54        640: 100%|██████████| 1/1 [00:00<00:00, 12.29it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.75it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.915      0.966      0.993      0.808\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   522/1000       0.7G       1.09      0.767      1.694        231        640: 100%|██████████| 1/1 [00:00<00:00, 12.27it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.82it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.915      0.966      0.993      0.808\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   523/1000     0.721G      1.264     0.9085      1.134        371        640: 100%|██████████| 1/1 [00:00<00:00, 11.03it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.83it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.915      0.966      0.993      0.808\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   524/1000     0.696G     0.9955     0.6947      1.304        219        640: 100%|██████████| 1/1 [00:00<00:00,  6.52it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 17.09it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.923      0.961      0.994      0.818\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   525/1000      0.65G     0.9927     0.8679      1.089        102        640: 100%|██████████| 1/1 [00:00<00:00, 12.63it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 17.19it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.923      0.961      0.994      0.818\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   526/1000     0.675G     0.9626     0.7923      1.423        120        640: 100%|██████████| 1/1 [00:00<00:00, 12.32it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.45it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.923      0.961      0.994      0.818\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   527/1000     0.688G      1.583      1.132      1.519        195        640: 100%|██████████| 1/1 [00:00<00:00, 12.33it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.38it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.923      0.961      0.994      0.818\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   528/1000     0.635G     0.7258       1.01      1.631         32        640: 100%|██████████| 1/1 [00:00<00:00,  7.65it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.60it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.902      0.962      0.988      0.818\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   529/1000     0.635G     0.8545     0.8378      1.586         66        640: 100%|██████████| 1/1 [00:00<00:00, 12.43it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.76it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.902      0.962      0.988      0.818\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   530/1000     0.667G      1.232     0.8968      1.768        186        640: 100%|██████████| 1/1 [00:00<00:00, 12.35it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.61it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.902      0.962      0.988      0.818\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   531/1000     0.688G      0.956     0.8708      1.858        146        640: 100%|██████████| 1/1 [00:00<00:00, 10.45it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.902      0.962      0.988      0.818\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   532/1000     0.619G     0.7776      1.531      1.694         13        640: 100%|██████████| 1/1 [00:00<00:00,  7.45it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.61it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.914      0.974      0.988      0.804\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   533/1000     0.713G      1.166     0.8509      1.445        465        640: 100%|██████████| 1/1 [00:00<00:00, 12.01it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.914      0.974      0.988      0.804\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   534/1000     0.654G     0.9389      0.871      1.319         99        640: 100%|██████████| 1/1 [00:00<00:00, 10.95it/s]\n",
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     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.914      0.974      0.988      0.804\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   535/1000     0.692G      1.102     0.7865      1.662        274        640: 100%|██████████| 1/1 [00:00<00:00, 12.24it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.914      0.974      0.988      0.804\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   536/1000     0.679G      1.034     0.7555      1.336        255        640: 100%|██████████| 1/1 [00:00<00:00,  7.53it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.918      0.975      0.988      0.797\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   537/1000       0.7G      1.134      1.024       1.82        142        640: 100%|██████████| 1/1 [00:00<00:00, 12.35it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.29it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.918      0.975      0.988      0.797\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   538/1000      0.65G      1.065      0.933      1.956        138        640: 100%|██████████| 1/1 [00:00<00:00, 11.46it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.18it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.918      0.975      0.988      0.797\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   539/1000     0.713G      1.197     0.7917      1.512        288        640: 100%|██████████| 1/1 [00:00<00:00, 12.30it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.49it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.918      0.975      0.988      0.797\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   540/1000     0.619G     0.8904      1.602      1.212         15        640: 100%|██████████| 1/1 [00:00<00:00,  7.51it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.41it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.918      0.979      0.988      0.796\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   541/1000     0.688G      1.126     0.8367      1.227        215        640: 100%|██████████| 1/1 [00:00<00:00, 12.23it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.17it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.918      0.979      0.988      0.796\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   542/1000     0.688G      1.077     0.7893      2.233        173        640: 100%|██████████| 1/1 [00:00<00:00, 11.94it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.20it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.918      0.979      0.988      0.796\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   543/1000      0.65G       1.06     0.9255      2.363         91        640: 100%|██████████| 1/1 [00:00<00:00, 12.07it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.33it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.918      0.979      0.988      0.796\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   544/1000     0.688G      1.211     0.8134      2.421        224        640: 100%|██████████| 1/1 [00:00<00:00,  7.50it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.03it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.913      0.976      0.988      0.789\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   545/1000     0.654G      1.069      1.109      1.699        112        640: 100%|██████████| 1/1 [00:00<00:00, 12.46it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.40it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.913      0.976      0.988      0.789\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   546/1000     0.688G      1.104      0.867      1.168        221        640: 100%|██████████| 1/1 [00:00<00:00, 12.23it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.36it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.913      0.976      0.988      0.789\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   547/1000     0.679G      1.173     0.7898      2.036        200        640: 100%|██████████| 1/1 [00:00<00:00, 11.24it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.70it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.913      0.976      0.988      0.789\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   548/1000     0.679G      1.241      1.231      1.619        154        640: 100%|██████████| 1/1 [00:00<00:00,  6.95it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.77it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.906      0.972      0.988      0.788\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   549/1000     0.705G      1.067      1.113      1.162        162        640: 100%|██████████| 1/1 [00:00<00:00, 11.31it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.99it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.906      0.972      0.988      0.788\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   550/1000     0.665G     0.9679     0.8182      2.029        107        640: 100%|██████████| 1/1 [00:00<00:00, 12.39it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.30it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.906      0.972      0.988      0.788\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   551/1000     0.713G      1.114     0.7441      1.159        223        640: 100%|██████████| 1/1 [00:00<00:00, 12.45it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.91it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.906      0.972      0.988      0.788\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   552/1000     0.679G     0.9442     0.8522      1.517        127        640: 100%|██████████| 1/1 [00:00<00:00,  7.55it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.37it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.931      0.971      0.994      0.788\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   553/1000     0.677G      1.082      1.048      1.152        130        640: 100%|██████████| 1/1 [00:00<00:00, 12.32it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.44it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.931      0.971      0.994      0.788\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   554/1000     0.763G      1.383     0.8169       1.86        280        640: 100%|██████████| 1/1 [00:00<00:00, 12.14it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.73it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.931      0.971      0.994      0.788\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   555/1000     0.692G      1.128     0.8776      1.388        157        640: 100%|██████████| 1/1 [00:00<00:00, 12.42it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.931      0.971      0.994      0.788\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   556/1000     0.679G      1.183      0.817      1.873        146        640: 100%|██████████| 1/1 [00:00<00:00,  7.45it/s]\n",
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     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.94      0.966      0.994      0.802\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   557/1000       0.7G     0.9902     0.8652      1.273        353        640: 100%|██████████| 1/1 [00:00<00:00, 12.09it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.27it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.94      0.966      0.994      0.802\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   558/1000       0.7G      1.034     0.8195      1.213        165        640: 100%|██████████| 1/1 [00:00<00:00, 12.26it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.94      0.966      0.994      0.802\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   559/1000     0.614G     0.9223      1.035      1.663         38        640: 100%|██████████| 1/1 [00:00<00:00, 12.44it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125       0.94      0.966      0.994      0.802\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   560/1000     0.688G      1.275     0.9034      2.399        189        640: 100%|██████████| 1/1 [00:00<00:00,  7.59it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.943      0.964      0.994      0.807\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   561/1000     0.673G      1.133     0.8043      1.605        139        640: 100%|██████████| 1/1 [00:00<00:00, 12.47it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.27it/s]"
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    },
    {
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    {
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   562/1000     0.665G     0.9294     0.8636      1.594         82        640: 100%|██████████| 1/1 [00:00<00:00, 12.21it/s]\n",
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    {
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      "                   all          4        125      0.943      0.964      0.994      0.807\n"
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    {
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   563/1000     0.635G     0.9735     0.9857      1.752         52        640: 100%|██████████| 1/1 [00:00<00:00, 11.27it/s]\n",
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      "                   all          4        125      0.943      0.964      0.994      0.807\n"
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    {
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
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      "   564/1000     0.675G     0.9683     0.7388      1.164        184        640: 100%|██████████| 1/1 [00:00<00:00,  7.51it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 22.06it/s]"
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      "                   all          4        125      0.942      0.963      0.994      0.808\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
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     "text": [
      "   565/1000     0.705G      1.088     0.7805       2.18        208        640: 100%|██████████| 1/1 [00:00<00:00, 11.58it/s]\n",
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      "                   all          4        125      0.942      0.963      0.994      0.808\n"
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   566/1000     0.688G     0.9158      0.763      1.206        196        640: 100%|██████████| 1/1 [00:00<00:00, 11.99it/s]\n",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   567/1000     0.673G      1.184     0.8123        2.5        174        640: 100%|██████████| 1/1 [00:00<00:00, 11.74it/s]\n",
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      "                   all          4        125      0.942      0.963      0.994      0.808\n"
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      "\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
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     "text": [
      "   568/1000       0.7G     0.9579     0.9278      1.413        221        640: 100%|██████████| 1/1 [00:00<00:00,  7.54it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.941      0.958      0.994      0.797\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   569/1000     0.679G       1.03     0.7846       2.46        160        640: 100%|██████████| 1/1 [00:00<00:00, 12.05it/s]\n",
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    },
    {
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      "                   all          4        125      0.941      0.958      0.994      0.797\n"
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   570/1000     0.677G      1.018     0.8291      1.779        155        640: 100%|██████████| 1/1 [00:00<00:00, 12.44it/s]\n",
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
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     "text": [
      "   571/1000     0.635G      1.049     0.8107      2.346         94        640: 100%|██████████| 1/1 [00:00<00:00, 10.31it/s]\n",
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    {
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      "                   all          4        125      0.941      0.958      0.994      0.797\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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      "   572/1000     0.713G      1.145     0.8509      1.242        322        640: 100%|██████████| 1/1 [00:00<00:00,  7.79it/s]\n",
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    {
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     "output_type": "stream",
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      "                   all          4        125      0.942      0.962      0.994      0.812\n"
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   573/1000     0.673G      0.858     0.7366      1.283        103        640: 100%|██████████| 1/1 [00:00<00:00, 12.08it/s]\n",
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      "                   all          4        125      0.942      0.962      0.994      0.812\n"
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     "output_type": "stream",
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "name": "stderr",
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      "   574/1000     0.665G     0.8225     0.8362      2.043         57        640: 100%|██████████| 1/1 [00:00<00:00, 12.27it/s]\n",
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    {
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     "output_type": "stream",
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      "                   all          4        125      0.942      0.962      0.994      0.812\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   575/1000     0.635G      0.564     0.9837      1.053         60        640: 100%|██████████| 1/1 [00:00<00:00, 12.59it/s]\n",
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
     "text": [
      "   576/1000     0.692G      1.207     0.8091      1.817        233        640: 100%|██████████| 1/1 [00:00<00:00,  7.55it/s]\n",
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.943      0.967      0.994      0.806\n"
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "name": "stderr",
     "output_type": "stream",
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      "   577/1000     0.692G      1.007     0.7556      1.096        286        640: 100%|██████████| 1/1 [00:00<00:00, 11.53it/s]\n",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   578/1000     0.675G     0.8754     0.8224      1.399        200        640: 100%|██████████| 1/1 [00:00<00:00, 12.29it/s]\n",
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     "output_type": "stream",
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      "\n"
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "output_type": "stream",
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      "   579/1000     0.673G      1.142     0.8867      1.495        123        640: 100%|██████████| 1/1 [00:00<00:00, 12.35it/s]\n",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   580/1000     0.692G      1.072     0.8102      1.499        255        640: 100%|██████████| 1/1 [00:00<00:00,  7.48it/s]\n",
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.936       0.97      0.994      0.801\n"
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     "output_type": "stream",
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      "\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   581/1000     0.692G      1.232     0.8818      1.809        164        640: 100%|██████████| 1/1 [00:00<00:00, 11.08it/s]\n",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   582/1000     0.688G     0.8639     0.6942      1.413        141        640: 100%|██████████| 1/1 [00:00<00:00, 12.36it/s]\n",
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     "output_type": "stream",
     "text": [
      "                   all          4        125      0.936       0.97      0.994      0.801\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "   583/1000     0.684G      1.076     0.8119      1.362        258        640: 100%|██████████| 1/1 [00:00<00:00, 12.32it/s]\n",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   584/1000     0.675G     0.8837     0.8355      1.895        147        640: 100%|██████████| 1/1 [00:00<00:00,  7.68it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.64it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.933      0.969      0.994      0.804\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   585/1000     0.688G      0.916     0.6705       1.27        200        640: 100%|██████████| 1/1 [00:00<00:00, 12.53it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.84it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.933      0.969      0.994      0.804\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   586/1000     0.673G      1.004     0.8188      2.793        132        640: 100%|██████████| 1/1 [00:00<00:00, 12.33it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.62it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.933      0.969      0.994      0.804\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   587/1000     0.665G     0.9082     0.7859      1.767         66        640: 100%|██████████| 1/1 [00:00<00:00, 12.50it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.47it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.933      0.969      0.994      0.804\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   588/1000     0.675G     0.7686     0.6407      1.237        120        640: 100%|██████████| 1/1 [00:00<00:00,  7.65it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 22.12it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.927      0.972      0.994      0.781\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   589/1000     0.667G      1.211     0.8905      1.845        191        640: 100%|██████████| 1/1 [00:00<00:00, 12.44it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.87it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.927      0.972      0.994      0.781\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   590/1000     0.665G      1.207     0.8307      2.368         86        640: 100%|██████████| 1/1 [00:00<00:00, 12.26it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.18it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.927      0.972      0.994      0.781\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   591/1000     0.692G      1.135     0.9425      2.486        298        640: 100%|██████████| 1/1 [00:00<00:00, 12.57it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.24it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.927      0.972      0.994      0.781\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   592/1000     0.654G     0.9605     0.7709       1.67        113        640: 100%|██████████| 1/1 [00:00<00:00,  7.59it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.90it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.921      0.975      0.994      0.788\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   593/1000     0.684G      1.061      0.803      2.199        263        640: 100%|██████████| 1/1 [00:00<00:00, 12.54it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.95it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.921      0.975      0.994      0.788\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   594/1000     0.614G     0.8712      1.287       1.56         25        640: 100%|██████████| 1/1 [00:00<00:00, 12.46it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.68it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.921      0.975      0.994      0.788\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   595/1000     0.677G      1.062     0.8287      2.235        199        640: 100%|██████████| 1/1 [00:00<00:00, 12.49it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.98it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.921      0.975      0.994      0.788\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   596/1000     0.679G     0.8278     0.6245      2.092        133        640: 100%|██████████| 1/1 [00:00<00:00,  6.94it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.87it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.916      0.979      0.994      0.798\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   597/1000     0.635G     0.7489     0.8829      1.245         48        640: 100%|██████████| 1/1 [00:00<00:00, 12.30it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.63it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.916      0.979      0.994      0.798\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   598/1000     0.726G      1.188      1.042      2.214        391        640: 100%|██████████| 1/1 [00:00<00:00, 12.21it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.85it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.916      0.979      0.994      0.798\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   599/1000     0.617G     0.4829      1.209      1.015         10        640: 100%|██████████| 1/1 [00:00<00:00, 12.67it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 19.66it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.916      0.979      0.994      0.798\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   600/1000     0.669G      1.122     0.9505      1.938         74        640: 100%|██████████| 1/1 [00:00<00:00,  7.56it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 21.88it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.913      0.979      0.994      0.795\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   601/1000     0.679G      1.086     0.9021      1.914        175        640: 100%|██████████| 1/1 [00:00<00:00, 12.59it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 20.69it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.913      0.979      0.994      0.795\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   602/1000       0.7G     0.9634     0.8383      1.431        329        640: 100%|██████████| 1/1 [00:00<00:00, 12.39it/s]\n",
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     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.913      0.979      0.994      0.795\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   603/1000     0.713G      1.088     0.7905      1.215        249        640: 100%|██████████| 1/1 [00:00<00:00, 12.23it/s]\n",
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     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.913      0.979      0.994      0.795\n"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "   604/1000     0.772G      1.013     0.7183      1.146        283        640: 100%|██████████| 1/1 [00:00<00:00,  7.51it/s]\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.915      0.978      0.994      0.801\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
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     "output_type": "stream",
     "text": [
      "   605/1000     0.688G     0.8199     0.7165      1.424        146        640: 100%|██████████| 1/1 [00:00<00:00, 12.38it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.915      0.978      0.994      0.801\n"
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    {
     "name": "stderr",
     "output_type": "stream",
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      "\n"
     ]
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    {
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     "output_type": "stream",
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "name": "stderr",
     "output_type": "stream",
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      "   606/1000     0.692G      1.056     0.7473      1.936        180        640: 100%|██████████| 1/1 [00:00<00:00, 12.03it/s]\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.915      0.978      0.994      0.801\n"
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    {
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     "output_type": "stream",
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      "\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    },
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     "output_type": "stream",
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      "   607/1000     0.614G      1.088      1.035       2.15         45        640: 100%|██████████| 1/1 [00:00<00:00, 12.38it/s]\n",
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      "                   all          4        125      0.915      0.978      0.994      0.801\n"
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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    {
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      "\n",
      "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
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     "output_type": "stream",
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      "   627/1000     0.688G     0.9075     0.6811       1.64        188        640: 100%|██████████| 1/1 [00:00<00:00, 12.29it/s]\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.918      0.983      0.994      0.786\n",
      "Stopping training early as no improvement observed in last 100 epochs. Best results observed at epoch 527, best model saved as best.pt.\n",
      "To update EarlyStopping(patience=100) pass a new patience value, i.e. `patience=300` or use `patience=0` to disable EarlyStopping.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "627 epochs completed in 0.097 hours.\n",
      "Optimizer stripped from /home/ubuntu/shaocong.xu/exp/ultralytics/runs/obb/train3/weights/last.pt, 6.6MB\n",
      "Optimizer stripped from /home/ubuntu/shaocong.xu/exp/ultralytics/runs/obb/train3/weights/best.pt, 6.6MB\n",
      "\n",
      "Validating /home/ubuntu/shaocong.xu/exp/ultralytics/runs/obb/train3/weights/best.pt...\n",
      "Ultralytics YOLOv8.1.34 🚀 Python-3.9.19 torch-1.12.1+cu113 CUDA:0 (NVIDIA A100-SXM4-80GB, 81038MiB)\n",
      "YOLOv8n-obb summary (fused): 187 layers, 3080144 parameters, 0 gradients, 8.3 GFLOPs\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 16.11it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.924      0.961      0.994      0.817\n",
      "                 plane          4          2      0.898          1      0.995      0.945\n",
      "                  ship          4        105      0.986      0.857      0.986      0.781\n",
      "          tennis court          4          8      0.901          1      0.995      0.995\n",
      "                harbor          4          5      0.897          1      0.995      0.701\n",
      "         small vehicle          4          4          1      0.909      0.995      0.486\n",
      "         swimming pool          4          1      0.859          1      0.995      0.995\n",
      "Speed: 0.2ms preprocess, 3.5ms inference, 0.0ms loss, 2.6ms postprocess per image\n",
      "Results saved to \u001b[1m/home/ubuntu/shaocong.xu/exp/ultralytics/runs/obb/train3\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "from ultralytics import YOLO\n",
    "\n",
    "# Load a model\n",
    "model = YOLO('yolov8n-obb.yaml')  # build a new model from YAML\n",
    "model = YOLO('yolov8n-obb.pt')  # load a pretrained model (recommended for training)\n",
    "model = YOLO('yolov8n-obb.yaml').load('yolov8n.pt')  # build from YAML and transfer weights\n",
    "\n",
    "# Train the model\n",
    "results = model.train(data='dota8.yaml', epochs=1000, imgsz=640)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ultralytics YOLOv8.1.34 🚀 Python-3.9.19 torch-1.12.1+cu113 CUDA:0 (NVIDIA A100-SXM4-80GB, 81038MiB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "YOLOv8n-obb summary (fused): 187 layers, 3080144 parameters, 0 gradients, 8.3 GFLOPs\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mval: \u001b[0mScanning /home/ubuntu/shaocong.xu/exp/datasets/dota8/labels/train.cache... 4 images, 0 backgrounds, 0 corrupt: 100%|██████████| 4/4 [00:00<?, ?it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00,  2.30it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.845      0.982      0.994      0.863\n",
      "                 plane          4          2      0.663          1      0.995      0.946\n",
      "                  ship          4        105      0.999      0.952      0.991      0.809\n",
      "          tennis court          4          8       0.89          1      0.995      0.995\n",
      "                harbor          4          5          1      0.937      0.995       0.72\n",
      "         small vehicle          4          4      0.761          1      0.995      0.814\n",
      "         swimming pool          4          1      0.755          1      0.995      0.895\n",
      "Speed: 0.4ms preprocess, 16.2ms inference, 0.0ms loss, 10.1ms postprocess per image\n",
      "Results saved to \u001b[1m/home/ubuntu/shaocong.xu/exp/ultralytics/runs/obb/val5\u001b[0m\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([    0.94606,     0.80929,     0.86331,     0.86331,       0.995,     0.86331,     0.86331,     0.72041,     0.86331,     0.86331,     0.81362,     0.86331,     0.86331,     0.86331,      0.8955])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from ultralytics import YOLO\n",
    "\n",
    "# Load a model\n",
    "model = YOLO('yolov8n-obb.pt')  # load an official model\n",
    "# model = YOLO('path/to/best.pt')  # load a custom model\n",
    "\n",
    "# Validate the model\n",
    "metrics = model.val(data='dota8.yaml')  # no arguments needed, dataset and settings remembered\n",
    "metrics.box.map    # map50-95(B)\n",
    "metrics.box.map50  # map50(B)\n",
    "metrics.box.map75  # map75(B)\n",
    "metrics.box.maps   # a list contains map50-95(B) of each category"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ultralytics YOLOv8.1.34 🚀 Python-3.9.19 torch-1.12.1+cu113 CUDA:0 (NVIDIA A100-SXM4-80GB, 81038MiB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "YOLOv8n-obb summary (fused): 187 layers, 3080144 parameters, 0 gradients, 8.3 GFLOPs\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mval: \u001b[0mScanning /home/ubuntu/shaocong.xu/exp/datasets/dota8/labels/train.cache... 4 images, 0 backgrounds, 0 corrupt: 100%|██████████| 4/4 [00:00<?, ?it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 1/1 [00:00<00:00,  4.53it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all          4        125      0.923      0.961      0.994      0.813\n",
      "                 plane          4          2      0.898          1      0.995      0.945\n",
      "                  ship          4        105      0.986      0.857      0.986      0.778\n",
      "          tennis court          4          8      0.901          1      0.995      0.995\n",
      "                harbor          4          5      0.897          1      0.995      0.681\n",
      "         small vehicle          4          4          1      0.909      0.995      0.486\n",
      "         swimming pool          4          1      0.858          1      0.995      0.995\n",
      "Speed: 0.2ms preprocess, 7.5ms inference, 0.0ms loss, 6.1ms postprocess per image\n",
      "Results saved to \u001b[1m/home/ubuntu/shaocong.xu/exp/ultralytics/runs/obb/val8\u001b[0m\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([    0.94531,     0.77791,     0.81347,     0.81347,       0.995,     0.81347,     0.81347,     0.68146,     0.81347,     0.81347,     0.48613,     0.81347,     0.81347,     0.81347,       0.995])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "model = YOLO('runs/obb/train3/weights/best.pt')  # load a custom model\n",
    "\n",
    "# Validate the model\n",
    "metrics = model.val(data='dota8.yaml')  # no arguments needed, dataset and settings remembered\n",
    "metrics.box.map    # map50-95(B)\n",
    "metrics.box.map50  # map50(B)\n",
    "metrics.box.map75  # map75(B)\n",
    "metrics.box.maps   # a list contains map50-95(B) of each category"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "display_name": "ultralytics",
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  "language_info": {
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